Uma biblioteca em Python para análise de dados, até para principantes.

(Com casos práticos)

Pandas é uma bibilioteca open source, com licença BSD, que oferece alta perfomance, estruturas fáceis de utilizar e ferramentas de análise de dados para a linguagem de programação Python http://pandas.pydata.org/

DATAFRAMES

In [3]:
df
Out[3]:
time_vencedor placar_vencedor placar_derrotado time_derrotado
1941 Treze 15 0 Sport Club João Pessoa (João Pessoa)
1979 Treze 13 0 Nacional (Cabedelo)
1965 Esporte (Patos) 11 0 Cinco de Agosto (João Pessoa)
1983 Treze 11 0 Santos (Joao Pessoa)
2007 Treze 11 0 Perilima
1960 Campinense 11 1 Comerciários
1973 Treze 10 0 Santa Cruz (Santa Rita)
1982 Treze 10 0 Santa Cruz (Santa Rita)
1982 Campinense 10 0 Santa Cruz (Santa Rita)
1983 Campinense 10 0 Santa Cruz (Santa Rita)
2003 América FC (Caaporã) 10 0 Auto Esporte
1981 Campinense 10 1 Nacional (Cabedelo)
1981 Treze 10 1 Nacional (Cabedelo)
1940 Felipeia 10 2 Sport Club João Pessoa (João Pessoa)
1949 Botafogo 9 0 19 de Março
2010 Botafogo 9 0 Queimadense
2007 Atletico CD (Cajazeiras) 9 0 Perilima
1950 Treze 9 1 Palmeiras
1961 Campinense 9 1 Santos
1984 Botafogo 9 1 Nacional (Cabedelo)
2005 Nacional (Patos) 9 1 Perilima
2013 Botafogo 9 2 Cruzeiro EC (Itaporanga).

SERIES

Como instalar:

  • ## download do pacote Anaconda: https://www.continuum.io/downloads (forma mais fácil)
  • pip install pandas (mais demorado)
  • sudo apt-get install python-pandas3 (ou python-pandas)

Visão do Jupyter Notebook <a href = "ondas_gravitacionais-notebook.html"> ondas_gravitacionais-notebook.html </a>

Origem

  • AQR Capital Management (finanças) - Ano 2008
  • Ditador Benevolente para a vida: Wes McKinney

Características

Python

  • Facilidade de sintaxe
  • Rapidez na criação de protótipos
  • ** Excelente Comunidade!! **
  • </ul>

    Numpy

    • Velocidade no processamento de dados e eficiência no uso memória

    R

    • DataFrames e Indexes para seleção de linhas

GITHUB REPO:

Numpy - mais eficiência

In [4]:
import pandas as pd
import numpy as np
from pympler import asizeof

no_final = 1_000_000
lista = list(range(no_final))
array_np = np.arange(no_final,dtype=np.int64)

print('Tamanhos em mb:' , 
      asizeof.asizeof(lista)/(1024*1024), 
      asizeof.asizeof(array_np)/1024*1024)
print('Proporção:',asizeof.asizeof(lista) / asizeof.asizeof(array_np))
print('\nsum(lista)')
py_lista = %timeit -o sum(lista)
print('np.sum(array_np)')
np_array = %timeit -o np.sum(array_np)
print('Proporção:', py_lista.best / np_array.best, '(numpy mais rapido que python)') 
print('\nsum(array_np)')
%timeit sum(array_np)
print('np.sum(np.arange(no_final,dtype=np.int64))')
%timeit np.sum(np.arange(no_final,dtype=np.int64))
Tamanhos em mb: 39.100746154785156 8000096.0
Proporção: 5.124951500581993

sum(lista)
10 loops, best of 3: 53.4 ms per loop
np.sum(array_np)
1000 loops, best of 3: 986 µs per loop
Proporção: 54.123739121381206 (numpy mais rapido que python)

sum(array_np)
10 loops, best of 3: 114 ms per loop
np.sum(np.arange(no_final,dtype=np.int64))
100 loops, best of 3: 6.3 ms per loop

In [6]:
df
Out[6]:
time_vencedor placar_vencedor placar_derrotado time_derrotado
1941 Treze 15 0 Sport Club João Pessoa (João Pessoa)
1979 Treze 13 0 Nacional (Cabedelo)
1965 Esporte (Patos) 11 0 Cinco de Agosto (João Pessoa)
1983 Treze 11 0 Santos (Joao Pessoa)
2007 Treze 11 0 Perilima
1960 Campinense 11 1 Comerciários
1973 Treze 10 0 Santa Cruz (Santa Rita)
1982 Treze 10 0 Santa Cruz (Santa Rita)
1982 Campinense 10 0 Santa Cruz (Santa Rita)
1983 Campinense 10 0 Santa Cruz (Santa Rita)
2003 América FC (Caaporã) 10 0 Auto Esporte
1981 Campinense 10 1 Nacional (Cabedelo)
1981 Treze 10 1 Nacional (Cabedelo)
1940 Felipeia 10 2 Sport Club João Pessoa (João Pessoa)
1949 Botafogo 9 0 19 de Março
2010 Botafogo 9 0 Queimadense
2007 Atletico CD (Cajazeiras) 9 0 Perilima
1950 Treze 9 1 Palmeiras
1961 Campinense 9 1 Santos
1984 Botafogo 9 1 Nacional (Cabedelo)
2005 Nacional (Patos) 9 1 Perilima
2013 Botafogo 9 2 Cruzeiro EC (Itaporanga).

Gerenciadores de bloco


``` df.info() Int64Index: 22 entries, 1941 to 2013 Data columns (total 4 columns): time_vencedor 22 non-null object placar_vencedor 22 non-null int64 placar_derrotado 22 non-null int64 time_derrotado 22 non-null object dtypes: int64(2), object(2) memory usage: 1.5+ KB```

In [7]:
print('tipo df:',type(df.blocks))
print('tipo bloco: ', type(df.blocks['int64']),'\n\n') #['placar_vencedor']
print(df.blocks)
tipo df: <class 'dict'>
tipo bloco:  <class 'pandas.core.frame.DataFrame'> 


{'int64':       placar_vencedor  placar_derrotado
1941  15               0               
1979  13               0               
1965  11               0               
1983  11               0               
2007  11               0               
1960  11               1               
1973  10               0               
1982  10               0               
1982  10               0               
1983  10               0               
2003  10               0               
1981  10               1               
1981  10               1               
1940  10               2               
1949  9                0               
2010  9                0               
2007  9                0               
1950  9                1               
1961  9                1               
1984  9                1               
2005  9                1               
2013  9                2               , 'object':                  time_vencedor                        time_derrotado
1941  Treze                     Sport Club João Pessoa (João Pessoa)
1979  Treze                     Nacional (Cabedelo)                 
1965  Esporte (Patos)           Cinco de Agosto (João Pessoa)       
1983  Treze                     Santos (Joao Pessoa)                
2007  Treze                     Perilima                            
1960  Campinense                Comerciários                        
1973  Treze                     Santa Cruz (Santa Rita)             
1982  Treze                     Santa Cruz (Santa Rita)             
1982  Campinense                Santa Cruz (Santa Rita)             
1983  Campinense                Santa Cruz (Santa Rita)             
2003  América FC (Caaporã)      Auto Esporte                        
1981  Campinense                Nacional (Cabedelo)                 
1981  Treze                     Nacional (Cabedelo)                 
1940  Felipeia                  Sport Club João Pessoa (João Pessoa)
1949  Botafogo                  19 de Março                         
2010  Botafogo                  Queimadense                         
2007  Atletico CD (Cajazeiras)  Perilima                            
1950  Treze                     Palmeiras                           
1961  Campinense                Santos                              
1984  Botafogo                  Nacional (Cabedelo)                 
2005  Nacional (Patos)          Perilima                            
2013  Botafogo                  Cruzeiro EC (Itaporanga).           }
In [8]:
df_ = pd.concat([df] * 100_000,ignore_index=False)
%timeit -n1 -r1 df_['placar_vencedor'],df_['placar_derrotado']
1 loop, best of 1: 481 µs per loop
In [9]:
%timeit -n1 -r1 df_['placar_vencedor'], df_['time_vencedor']
1 loop, best of 1: 175 µs per loop
In [10]:
%timeit -n1 -r1 df
1 loop, best of 1: 604 ns per loop
In [11]:
%timeit -n1 -r1 df.blocks['int64']
1 loop, best of 1: 788 µs per loop
In [12]:
%timeit -n1 -r1 df_[['placar_vencedor','placar_derrotado']]
1 loop, best of 1: 95.1 ms per loop
In [13]:
%timeit -n1 -r1 df_[['time_vencedor','time_derrotado']]
1 loop, best of 1: 63.1 ms per loop
In [14]:
%timeit -n1 -r1 df_[['time_vencedor', 'placar_vencedor']]
1 loop, best of 1: 42.5 ms per loop
In [15]:
%timeit -n1 -r1 df_[['placar_vencedor','placar_derrotado']]
1 loop, best of 1: 22.3 ms per loop

SLICING POR BOOLEANS

In [16]:
df.index > 1990
Out[16]:
array([False, False, False, False,  True, False, False, False, False,
       False,  True, False, False, False, False,  True,  True, False,
       False, False,  True,  True], dtype=bool)
In [17]:
df[df.index > 1990]
Out[17]:
time_vencedor placar_vencedor placar_derrotado time_derrotado
2007 Treze 11 0 Perilima
2003 América FC (Caaporã) 10 0 Auto Esporte
2010 Botafogo 9 0 Queimadense
2007 Atletico CD (Cajazeiras) 9 0 Perilima
2005 Nacional (Patos) 9 1 Perilima
2013 Botafogo 9 2 Cruzeiro EC (Itaporanga).
In [18]:
df[df['placar_vencedor'] == 10]
Out[18]:
time_vencedor placar_vencedor placar_derrotado time_derrotado
1973 Treze 10 0 Santa Cruz (Santa Rita)
1982 Treze 10 0 Santa Cruz (Santa Rita)
1982 Campinense 10 0 Santa Cruz (Santa Rita)
1983 Campinense 10 0 Santa Cruz (Santa Rita)
2003 América FC (Caaporã) 10 0 Auto Esporte
1981 Campinense 10 1 Nacional (Cabedelo)
1981 Treze 10 1 Nacional (Cabedelo)
1940 Felipeia 10 2 Sport Club João Pessoa (João Pessoa)
In [19]:
df[(df.index > 1990) & (df['time_vencedor'] == 'Treze')]
Out[19]:
time_vencedor placar_vencedor placar_derrotado time_derrotado
2007 Treze 11 0 Perilima
In [20]:
df[
    (df['time_vencedor'] == 'Treze') | 
    (df['time_vencedor'] == 'Campinense')
   ]
Out[20]:
time_vencedor placar_vencedor placar_derrotado time_derrotado
1941 Treze 15 0 Sport Club João Pessoa (João Pessoa)
1979 Treze 13 0 Nacional (Cabedelo)
1983 Treze 11 0 Santos (Joao Pessoa)
2007 Treze 11 0 Perilima
1960 Campinense 11 1 Comerciários
1973 Treze 10 0 Santa Cruz (Santa Rita)
1982 Treze 10 0 Santa Cruz (Santa Rita)
1982 Campinense 10 0 Santa Cruz (Santa Rita)
1983 Campinense 10 0 Santa Cruz (Santa Rita)
1981 Campinense 10 1 Nacional (Cabedelo)
1981 Treze 10 1 Nacional (Cabedelo)
1950 Treze 9 1 Palmeiras
1961 Campinense 9 1 Santos
In [21]:
times_jp = ['Botafogo', 'Santos', 'Sport Club João Pessoa']
df[ 
  df['time_vencedor'].isin(times_jp) |
  df['time_derrotado'].isin(times_jp)
  ]
Out[21]:
time_vencedor placar_vencedor placar_derrotado time_derrotado
1949 Botafogo 9 0 19 de Março
2010 Botafogo 9 0 Queimadense
1961 Campinense 9 1 Santos
1984 Botafogo 9 1 Nacional (Cabedelo)
2013 Botafogo 9 2 Cruzeiro EC (Itaporanga).
In [22]:
df.loc[df['time_vencedor'].str.contains('Campi')] 
Out[22]:
time_vencedor placar_vencedor placar_derrotado time_derrotado
1960 Campinense 11 1 Comerciários
1982 Campinense 10 0 Santa Cruz (Santa Rita)
1983 Campinense 10 0 Santa Cruz (Santa Rita)
1981 Campinense 10 1 Nacional (Cabedelo)
1961 Campinense 9 1 Santos
In [23]:
df[df['time_vencedor'].str.contains('TrEzE',case=False) == False]
Out[23]:
time_vencedor placar_vencedor placar_derrotado time_derrotado
1965 Esporte (Patos) 11 0 Cinco de Agosto (João Pessoa)
1960 Campinense 11 1 Comerciários
1982 Campinense 10 0 Santa Cruz (Santa Rita)
1983 Campinense 10 0 Santa Cruz (Santa Rita)
2003 América FC (Caaporã) 10 0 Auto Esporte
1981 Campinense 10 1 Nacional (Cabedelo)
1940 Felipeia 10 2 Sport Club João Pessoa (João Pessoa)
1949 Botafogo 9 0 19 de Março
2010 Botafogo 9 0 Queimadense
2007 Atletico CD (Cajazeiras) 9 0 Perilima
1961 Campinense 9 1 Santos
1984 Botafogo 9 1 Nacional (Cabedelo)
2005 Nacional (Patos) 9 1 Perilima
2013 Botafogo 9 2 Cruzeiro EC (Itaporanga).

str.contains admite RegEx

In [24]:
times_jp = ['Bota','Santos','Sport Clu']
times_cg = ['nense','reze']
df.loc[df['time_vencedor'].str.contains('|'.join(times_jp)) |
       df['time_derrotado'].str.contains('|'.join(times_jp)) |
       df['time_vencedor'].str.contains('|'.join(times_cg)) |
       df['time_derrotado'].str.contains('|'.join(times_cg))      
      ]
Out[24]:
time_vencedor placar_vencedor placar_derrotado time_derrotado
1941 Treze 15 0 Sport Club João Pessoa (João Pessoa)
1979 Treze 13 0 Nacional (Cabedelo)
1983 Treze 11 0 Santos (Joao Pessoa)
2007 Treze 11 0 Perilima
1960 Campinense 11 1 Comerciários
1973 Treze 10 0 Santa Cruz (Santa Rita)
1982 Treze 10 0 Santa Cruz (Santa Rita)
1982 Campinense 10 0 Santa Cruz (Santa Rita)
1983 Campinense 10 0 Santa Cruz (Santa Rita)
1981 Campinense 10 1 Nacional (Cabedelo)
1981 Treze 10 1 Nacional (Cabedelo)
1940 Felipeia 10 2 Sport Club João Pessoa (João Pessoa)
1949 Botafogo 9 0 19 de Março
2010 Botafogo 9 0 Queimadense
1950 Treze 9 1 Palmeiras
1961 Campinense 9 1 Santos
1984 Botafogo 9 1 Nacional (Cabedelo)
2013 Botafogo 9 2 Cruzeiro EC (Itaporanga).
In [25]:
df.loc[(df['time_vencedor'].str.contains('|'.join(times_jp)) |
       df['time_derrotado'].str.contains('|'.join(times_jp))) & 
       (df['time_vencedor'].str.contains('|'.join(times_cg)) |
       df['time_derrotado'].str.contains('|'.join(times_cg)))      
      ]
Out[25]:
time_vencedor placar_vencedor placar_derrotado time_derrotado
1941 Treze 15 0 Sport Club João Pessoa (João Pessoa)
1983 Treze 11 0 Santos (Joao Pessoa)
1961 Campinense 9 1 Santos
In [26]:
df_ = df.copy()
df_['Mandante'] = 'Sem Info' #np.nan
s = pd.Series(['Botafogo',0,0,'Botafogo','Sim']
              ,name=1984
              ,index=df_.columns) 
df_ = df_.append(s)
df_.tail()
Out[26]:
time_vencedor placar_vencedor placar_derrotado time_derrotado Mandante
1961 Campinense 9 1 Santos Sem Info
1984 Botafogo 9 1 Nacional (Cabedelo) Sem Info
2005 Nacional (Patos) 9 1 Perilima Sem Info
2013 Botafogo 9 2 Cruzeiro EC (Itaporanga). Sem Info
1984 Botafogo 0 0 Botafogo Sim

ITERANDO O DATAFRAME

In [27]:
%%timeit -n1 -r1 
#não recomendado
for idx, row in df.iterrows():
    row['placar_vencedor'] * 1000 
1 loop, best of 1: 2.87 ms per loop
In [28]:
%%timeit -n1 -r1
# recomendado
for row in df.itertuples():
    row[2] * 1000 
1 loop, best of 1: 2.67 ms per loop
In [29]:
%%timeit -n1 -r1
# melhor alternativa
df['placar_vencedor'] * 1000
1 loop, best of 1: 567 µs per loop

loc vs iloc - Label Locate vs Index Locate

In [30]:
df.loc[1941]
Out[30]:
time_vencedor       Treze                               
placar_vencedor     15                                  
placar_derrotado    0                                   
time_derrotado      Sport Club João Pessoa (João Pessoa)
Name: 1941, dtype: object
In [31]:
df.iloc[0] 
Out[31]:
time_vencedor       Treze                               
placar_vencedor     15                                  
placar_derrotado    0                                   
time_derrotado      Sport Club João Pessoa (João Pessoa)
Name: 1941, dtype: object
In [32]:
#df.iloc[1941]
df.ix[1941]
C:\Users\Alberto\Anaconda3\lib\site-packages\ipykernel_launcher.py:2: DeprecationWarning: 
.ix is deprecated. Please use
.loc for label based indexing or
.iloc for positional indexing

See the documentation here:
http://pandas.pydata.org/pandas-docs/stable/indexing.html#deprecate_ix
  
Out[32]:
time_vencedor       Treze                               
placar_vencedor     15                                  
placar_derrotado    0                                   
time_derrotado      Sport Club João Pessoa (João Pessoa)
Name: 1941, dtype: object
In [33]:
print(df['time_vencedor'].loc[1941])
print(df.at[1941,'time_vencedor'])
print(df.iat[0,0])
df.iat[0,0] = 'CAMPINENSE'
df.head()
Treze
Treze
Treze
Out[33]:
time_vencedor placar_vencedor placar_derrotado time_derrotado
1941 CAMPINENSE 15 0 Sport Club João Pessoa (João Pessoa)
1979 Treze 13 0 Nacional (Cabedelo)
1965 Esporte (Patos) 11 0 Cinco de Agosto (João Pessoa)
1983 Treze 11 0 Santos (Joao Pessoa)
2007 Treze 11 0 Perilima
In [34]:
df.at[1941,'time_vencedor'] = 'Treze'
df.head()
Out[34]:
time_vencedor placar_vencedor placar_derrotado time_derrotado
1941 Treze 15 0 Sport Club João Pessoa (João Pessoa)
1979 Treze 13 0 Nacional (Cabedelo)
1965 Esporte (Patos) 11 0 Cinco de Agosto (João Pessoa)
1983 Treze 11 0 Santos (Joao Pessoa)
2007 Treze 11 0 Perilima

Criando colunas ou adicionando linhas

CONCATENAR / MERGE / APPEND / GROUPBY

CONCATENAR





CONCATENAR NO EIXO HORIZONTAL

In [36]:
df4 = pd.DataFrame({'B': ['B2', 'B3', 'B6', 'B7'],
                 'D': ['D2', 'D3', 'D6', 'D7'],
                 'F': ['F2', 'F3', 'F6', 'F7']},
                index=[2, 3, 6, 7])
result = pd.concat([df1, df4], axis=1)

CONCATENAR COM INNER JOIN

In [37]:
result = pd.concat([df1, df4], axis=1, join='inner')

MERGE

In [38]:
left = pd.DataFrame({'key': ['K0', 'K1', 'K2', 'K3'],
                     'A': ['A0', 'A1', 'A2', 'A3'],
                     'B': ['B0', 'B1', 'B2', 'B3']})


right = pd.DataFrame({'key': ['K0', 'K1', 'K2', 'K3'],
                      'C': ['C0', 'C1', 'C2', 'C3'],
                      'D': ['D0', 'D1', 'D2', 'D3']})

result = pd.merge(left, right, on='key')

MERGE COM DUAS CHAVES

In [39]:
left = pd.DataFrame({'key1': ['K0', 'K0', 'K1', 'K2'],
                     'key2': ['K0', 'K1', 'K0', 'K1'],
                     'A': ['A0', 'A1', 'A2', 'A3'],
                     'B': ['B0', 'B1', 'B2', 'B3']})
right = pd.DataFrame({'key1': ['K0', 'K1', 'K1', 'K2'],
                      'key2': ['K0', 'K0', 'K0', 'K0'],
                      'C': ['C0', 'C1', 'C2', 'C3'],
                      'D': ['D0', 'D1', 'D2', 'D3']})
result = pd.merge(left, right, on=['key1','key2'])

GROUPBY

In [40]:
(df
 .groupby('time_derrotado') #('time_derrotado')
 .count()
 .sort_values('placar_vencedor', ascending=False)
)
Out[40]:
time_vencedor placar_vencedor placar_derrotado
time_derrotado
Nacional (Cabedelo) 4 4 4
Santa Cruz (Santa Rita) 4 4 4
Perilima 3 3 3
Sport Club João Pessoa (João Pessoa) 2 2 2
19 de Março 1 1 1
Auto Esporte 1 1 1
Cinco de Agosto (João Pessoa) 1 1 1
Comerciários 1 1 1
Cruzeiro EC (Itaporanga). 1 1 1
Palmeiras 1 1 1
Queimadense 1 1 1
Santos 1 1 1
Santos (Joao Pessoa) 1 1 1
In [41]:
(df
 .groupby(['time_vencedor','time_derrotado'])
 .count()
 .sort_values('placar_vencedor',ascending=False)
)
Out[41]:
placar_vencedor placar_derrotado
time_vencedor time_derrotado
Treze Santa Cruz (Santa Rita) 2 2
Nacional (Cabedelo) 2 2
Campinense Santa Cruz (Santa Rita) 2 2
América FC (Caaporã) Auto Esporte 1 1
Esporte (Patos) Cinco de Agosto (João Pessoa) 1 1
Treze Santos (Joao Pessoa) 1 1
Perilima 1 1
Palmeiras 1 1
Nacional (Patos) Perilima 1 1
Felipeia Sport Club João Pessoa (João Pessoa) 1 1
Campinense Santos 1 1
Atletico CD (Cajazeiras) Perilima 1 1
Campinense Nacional (Cabedelo) 1 1
Comerciários 1 1
Botafogo Queimadense 1 1
Nacional (Cabedelo) 1 1
Cruzeiro EC (Itaporanga). 1 1
19 de Março 1 1
Treze Sport Club João Pessoa (João Pessoa) 1 1
In [42]:
(df_
 .groupby(['time_vencedor'])
 .sum()
 .sort_values('placar_vencedor',ascending=False)
)
Out[42]:
placar_vencedor placar_derrotado
time_vencedor
Treze 89 2
Campinense 50 3
Botafogo 36 3
Esporte (Patos) 11 0
América FC (Caaporã) 10 0
Felipeia 10 2
Atletico CD (Cajazeiras) 9 0
Nacional (Patos) 9 1

pandas.Series.apply()

Aplicando funções em séries do DataFrame

In [43]:
string = '''24/08/1941- Sport Club João Pessoa (João Pessoa) 0 x 15 Treze
Gols: Clóvis (6), Biu (3), Eustáquio (2), Alcides (2) e Mota (2).

12/04/1979- Treze 13 x 0 Nacional (Cabedelo)

../../1965- Esporte (Patos) 11 x 0 Cinco de Agosto (João Pessoa)
09/06/1983- Santos (Joao Pessoa) 0 x 11 Treze
31/01/2007- Treze 11 x 0 Perilima

../../1960- Campinense 11 x 1 Comerciários
../../1973- Treze 10 x 0 Santa Cruz (Santa Rita)
26/05/1982- Treze 10 x 0 Santa Cruz (Santa Rita)
09/06/1982- Campinense 10 x 0 Santa Cruz (Santa Rita)
17/04/1983- Campinense 10 x 0 Santa Cruz (Santa Rita)
16/03/2003- América FC (Caaporã) 10 x 0 Auto Esporte
03/05/1981- Campinense 10 x 1 Nacional (Cabedelo)
13/05/1981- Treze 10 x 1 Nacional (Cabedelo)
14/07/1940- Sport Club João Pessoa (João Pessoa) 2 x 10 Felipeia
11/09/1949- Botafogo 9 x 0 19 de Março
17/02/2010- Botafogo 9 x 0 Queimadense
22/04/2007- Atletico CD (Cajazeiras) 9 x 0 Perilima

30/07/1950- Treze 9 x 1 Palmeiras
../../1961- Campinense 9 x 1 Santos
12/09/1984- Botafogo 9 x 1 Nacional (Cabedelo)
31/04/2005- Perilima 1 x 9 Nacional (Patos)
20/02/2013- Botafogo 9 x 2 Cruzeiro EC (Itaporanga).'''
string = string.replace('\n\n','\n')
string = '\n'.join([x for x in string.split('\n') 
                    if x.startswith('Gol') is False])
In [44]:
df = pd.DataFrame(string.split('\n'))
df
Out[44]:
0
0 24/08/1941- Sport Club João Pessoa (João Pessoa) 0 x 15 Treze
1 12/04/1979- Treze 13 x 0 Nacional (Cabedelo)
2 ../../1965- Esporte (Patos) 11 x 0 Cinco de Agosto (João Pessoa)
3 09/06/1983- Santos (Joao Pessoa) 0 x 11 Treze
4 31/01/2007- Treze 11 x 0 Perilima
5 ../../1960- Campinense 11 x 1 Comerciários
6 ../../1973- Treze 10 x 0 Santa Cruz (Santa Rita)
7 26/05/1982- Treze 10 x 0 Santa Cruz (Santa Rita)
8 09/06/1982- Campinense 10 x 0 Santa Cruz (Santa Rita)
9 17/04/1983- Campinense 10 x 0 Santa Cruz (Santa Rita)
10 16/03/2003- América FC (Caaporã) 10 x 0 Auto Esporte
11 03/05/1981- Campinense 10 x 1 Nacional (Cabedelo)
12 13/05/1981- Treze 10 x 1 Nacional (Cabedelo)
13 14/07/1940- Sport Club João Pessoa (João Pessoa) 2 x 10 Felipeia
14 11/09/1949- Botafogo 9 x 0 19 de Março
15 17/02/2010- Botafogo 9 x 0 Queimadense
16 22/04/2007- Atletico CD (Cajazeiras) 9 x 0 Perilima
17 30/07/1950- Treze 9 x 1 Palmeiras
18 ../../1961- Campinense 9 x 1 Santos
19 12/09/1984- Botafogo 9 x 1 Nacional (Cabedelo)
20 31/04/2005- Perilima 1 x 9 Nacional (Patos)
21 20/02/2013- Botafogo 9 x 2 Cruzeiro EC (Itaporanga).
In [45]:
def divisor_colunas(x):
    lista = x.split('-') 
    data = lista[0]
    ano = int(data[data.rfind('/')+1:])
    resultado = lista[1]
    times = resultado.split('x') 
    lado_a = times[0].strip(' ')
    lado_b = times[1].strip(' ')
    
    placar_a = int(lado_a[-2:])
    time_a = lado_a[:-2].strip()
    placar_b = int(lado_b[:2])
    time_b = lado_b[2:].strip()
    
    if placar_b > placar_a:
        time_a, placar_a, time_b,placar_b = time_b,placar_b, time_a, placar_a
    
    return [ano,time_a,placar_a,placar_b,time_b]
    
df[0] = df[0].apply(divisor_colunas)
colunas = ['ano','time_vencedor',
                 'placar_vencedor','placar_derrotado','time_derrotado']
df = pd.DataFrame([x for x in df[0]], columns=colunas)
df = df.set_index('ano')
# del df.index.name
In [46]:
df
Out[46]:
time_vencedor placar_vencedor placar_derrotado time_derrotado
ano
1941 Treze 15 0 Sport Club João Pessoa (João Pessoa)
1979 Treze 13 0 Nacional (Cabedelo)
1965 Esporte (Patos) 11 0 Cinco de Agosto (João Pessoa)
1983 Treze 11 0 Santos (Joao Pessoa)
2007 Treze 11 0 Perilima
1960 Campinense 11 1 Comerciários
1973 Treze 10 0 Santa Cruz (Santa Rita)
1982 Treze 10 0 Santa Cruz (Santa Rita)
1982 Campinense 10 0 Santa Cruz (Santa Rita)
1983 Campinense 10 0 Santa Cruz (Santa Rita)
2003 América FC (Caaporã) 10 0 Auto Esporte
1981 Campinense 10 1 Nacional (Cabedelo)
1981 Treze 10 1 Nacional (Cabedelo)
1940 Felipeia 10 2 Sport Club João Pessoa (João Pessoa)
1949 Botafogo 9 0 19 de Março
2010 Botafogo 9 0 Queimadense
2007 Atletico CD (Cajazeiras) 9 0 Perilima
1950 Treze 9 1 Palmeiras
1961 Campinense 9 1 Santos
1984 Botafogo 9 1 Nacional (Cabedelo)
2005 Nacional (Patos) 9 1 Perilima
2013 Botafogo 9 2 Cruzeiro EC (Itaporanga).

Ah não!!! Outras goleadas?

In [47]:
try:df_gol_2 = pd.read_html('http://cacellain.com.br/blog/?p=57719',
                           header=0)
except: df_gol_2 = pd.read_html('Grandes Goleadas – Campeonato Paraibano » História do Futebol.html',
                               header=0)
df_gol_2 = df_gol_2[0]
df_gol_2['Data'] = df_gol_2['Data'].apply(lambda x: x[x.rfind('/')+1:])
df_gol_2
Out[47]:
Data Mandante Placar Visitante
0 1941 Botafogo 16×1 Sport-JP
1 1941 Sport-JP 0×15 Treze
2 1944 Dolaport 13×0* Palmeiras
3 1979 Treze 13×0 Nacional de Cabedelo
4 1945 Vasco da Gama 0×12 Palmeiras
5 1958 Auto Esporte 12×0 Arsenal
6 1960 Campinense 11×0 Comerciários
7 1964 Campinense 11×0 Red Cross
8 1965 Esporte 11×0 5 de Agosto
9 1976 Campinense 11×0 Esporte
10 2007 Treze 11×0 Perilima
11 1941 Sport-JP 2×11 Auto Esporte
12 1957 Oitizeiro 0×10 Auto Esporte
13 1973 Treze 10×0 Santa Cruz
14 1979 Botafogo 10×0 América de Esperança
15 1982 Treze 10×0 Santa Cruz
16 1982 Campinense 10×0 Santa Cruz
17 1983 Campinense 10×0 Santa Cruz
18 1992 Botafogo 10×0 Santa Cruz
19 1992 Santos 0×10 Campinense
20 2003 América de Caaporã 10×0 Auto Esporte
21 1981 Campinense 10×1 Nacional de Cabedelo
22 1981 Treze 10×1 Nacional de Cabedelo
23 1940 Sport-JP 2×10 Felipeia
In [48]:
def divide_placar(x):
    lista = str(x).replace('*','').split("×")
    lista =[int(x) for x in lista]
    return lista
df_gol_2['Placar'] = df_gol_2['Placar'].apply(divide_placar)
df_gol_2[['Placar_mandante',
          'Placar_visitante']] = pd.DataFrame([x for x in df_gol_2['Placar']])
df_gol_2
Out[48]:
Data Mandante Placar Visitante Placar_mandante Placar_visitante
0 1941 Botafogo [16, 1] Sport-JP 16 1
1 1941 Sport-JP [0, 15] Treze 0 15
2 1944 Dolaport [13, 0] Palmeiras 13 0
3 1979 Treze [13, 0] Nacional de Cabedelo 13 0
4 1945 Vasco da Gama [0, 12] Palmeiras 0 12
5 1958 Auto Esporte [12, 0] Arsenal 12 0
6 1960 Campinense [11, 0] Comerciários 11 0
7 1964 Campinense [11, 0] Red Cross 11 0
8 1965 Esporte [11, 0] 5 de Agosto 11 0
9 1976 Campinense [11, 0] Esporte 11 0
10 2007 Treze [11, 0] Perilima 11 0
11 1941 Sport-JP [2, 11] Auto Esporte 2 11
12 1957 Oitizeiro [0, 10] Auto Esporte 0 10
13 1973 Treze [10, 0] Santa Cruz 10 0
14 1979 Botafogo [10, 0] América de Esperança 10 0
15 1982 Treze [10, 0] Santa Cruz 10 0
16 1982 Campinense [10, 0] Santa Cruz 10 0
17 1983 Campinense [10, 0] Santa Cruz 10 0
18 1992 Botafogo [10, 0] Santa Cruz 10 0
19 1992 Santos [0, 10] Campinense 0 10
20 2003 América de Caaporã [10, 0] Auto Esporte 10 0
21 1981 Campinense [10, 1] Nacional de Cabedelo 10 1
22 1981 Treze [10, 1] Nacional de Cabedelo 10 1
23 1940 Sport-JP [2, 10] Felipeia 2 10
In [49]:
def corrige_vencedor_derrotado(row):
    if row['Placar_mandante'] > row['Placar_visitante']:
        return pd.Series(
                         [row['Mandante'], 
                         row['Placar_mandante'], 
                         row['Placar_visitante'],
                         row['Visitante']],
            index=df.columns)
    if row['Placar_mandante'] < row['Placar_visitante']:
        return pd.Series(
                         [row['Visitante'], 
                         row['Placar_visitante'],
                         row['Placar_mandante'], 
                         row['Mandante']],
            index=df.columns)
df_temp = pd.DataFrame(df_gol_2.apply(corrige_vencedor_derrotado,axis=1))
df_temp.index = df_gol_2['Data'].apply(int)
# del df_temp.index.name
df_temp
Out[49]:
time_vencedor placar_vencedor placar_derrotado time_derrotado
Data
1941 Botafogo 16 1 Sport-JP
1941 Treze 15 0 Sport-JP
1944 Dolaport 13 0 Palmeiras
1979 Treze 13 0 Nacional de Cabedelo
1945 Palmeiras 12 0 Vasco da Gama
1958 Auto Esporte 12 0 Arsenal
1960 Campinense 11 0 Comerciários
1964 Campinense 11 0 Red Cross
1965 Esporte 11 0 5 de Agosto
1976 Campinense 11 0 Esporte
2007 Treze 11 0 Perilima
1941 Auto Esporte 11 2 Sport-JP
1957 Auto Esporte 10 0 Oitizeiro
1973 Treze 10 0 Santa Cruz
1979 Botafogo 10 0 América de Esperança
1982 Treze 10 0 Santa Cruz
1982 Campinense 10 0 Santa Cruz
1983 Campinense 10 0 Santa Cruz
1992 Botafogo 10 0 Santa Cruz
1992 Campinense 10 0 Santos
2003 América de Caaporã 10 0 Auto Esporte
1981 Campinense 10 1 Nacional de Cabedelo
1981 Treze 10 1 Nacional de Cabedelo
1940 Felipeia 10 2 Sport-JP
In [50]:
df_fim = pd.concat([df,df_temp]).sort_index()
def corretor_time (time):
    try: 
        x = time.lower()
        if 'américa' in x:
            if 'caapor' in x:
                return 'América FC (Caaporã)'
            if 'cajazaeiras' in x:
                return 'América CD (Cajazeiras)'
        if 'sport club joão pessoa' in x:
            return 'Sport-JP'
        if 'santa cruz' in x:
            return 'Santa Cruz'
        if 'nacional' in x and 'cabedelo'  in x:
            return 'Nacional de Cabedelo'
        if '5' in x or 'cinco' in x and 'agosto' in x:
            return '5 de Agosto'
        else:
            return time
    except:
        return time
df_fim = df_fim.applymap(corretor_time)
In [51]:
df_fim.drop_duplicates()
Out[51]:
time_vencedor placar_vencedor placar_derrotado time_derrotado
1940 Felipeia 10 2 Sport-JP
1941 Auto Esporte 11 2 Sport-JP
1941 Treze 15 0 Sport-JP
1941 Botafogo 16 1 Sport-JP
1944 Dolaport 13 0 Palmeiras
1945 Palmeiras 12 0 Vasco da Gama
1949 Botafogo 9 0 19 de Março
1950 Treze 9 1 Palmeiras
1957 Auto Esporte 10 0 Oitizeiro
1958 Auto Esporte 12 0 Arsenal
1960 Campinense 11 0 Comerciários
1960 Campinense 11 1 Comerciários
1961 Campinense 9 1 Santos
1964 Campinense 11 0 Red Cross
1965 Esporte 11 0 5 de Agosto
1965 Esporte (Patos) 11 0 5 de Agosto
1973 Treze 10 0 Santa Cruz
1976 Campinense 11 0 Esporte
1979 Botafogo 10 0 América de Esperança
1979 Treze 13 0 Nacional de Cabedelo
1981 Campinense 10 1 Nacional de Cabedelo
1981 Treze 10 1 Nacional de Cabedelo
1982 Campinense 10 0 Santa Cruz
1983 Treze 11 0 Santos (Joao Pessoa)
1984 Botafogo 9 1 Nacional de Cabedelo
1992 Campinense 10 0 Santos
1992 Botafogo 10 0 Santa Cruz
2003 América FC (Caaporã) 10 0 Auto Esporte
2005 Nacional (Patos) 9 1 Perilima
2007 Treze 11 0 Perilima
2007 Atletico CD (Cajazeiras) 9 0 Perilima
2010 Botafogo 9 0 Queimadense
2013 Botafogo 9 2 Cruzeiro EC (Itaporanga).
In [52]:
df_fim[df_fim.duplicated(keep=False)]
Out[52]:
time_vencedor placar_vencedor placar_derrotado time_derrotado
1940 Felipeia 10 2 Sport-JP
1940 Felipeia 10 2 Sport-JP
1941 Treze 15 0 Sport-JP
1941 Treze 15 0 Sport-JP
1973 Treze 10 0 Santa Cruz
1973 Treze 10 0 Santa Cruz
1979 Treze 13 0 Nacional de Cabedelo
1979 Treze 13 0 Nacional de Cabedelo
1981 Campinense 10 1 Nacional de Cabedelo
1981 Campinense 10 1 Nacional de Cabedelo
1981 Treze 10 1 Nacional de Cabedelo
1981 Treze 10 1 Nacional de Cabedelo
1982 Treze 10 0 Santa Cruz
1982 Campinense 10 0 Santa Cruz
1982 Treze 10 0 Santa Cruz
1982 Campinense 10 0 Santa Cruz
1983 Campinense 10 0 Santa Cruz
1983 Campinense 10 0 Santa Cruz
2003 América FC (Caaporã) 10 0 Auto Esporte
2003 América FC (Caaporã) 10 0 Auto Esporte
2007 Treze 11 0 Perilima
2007 Treze 11 0 Perilima
In [54]:
colunas = ['time_vencedor','placar_vencedor'] #['time_derrotado', 'placar_derrotado']
def cont_result(df):
    return df[colunas].groupby(colunas[0]).count().sort_values(colunas[1], ascending=False)
display_side_by_side(cont_result(df_fim),cont_result(df))
placar_vencedor
time_vencedor
Treze 14
Campinense 12
Botafogo 7
Auto Esporte 3
América FC (Caaporã) 2
Felipeia 2
Atletico CD (Cajazeiras) 1
Dolaport 1
Esporte 1
Esporte (Patos) 1
Nacional (Patos) 1
Palmeiras 1


placar_vencedor
time_vencedor
Treze 8
Campinense 5
Botafogo 4
América FC (Caaporã) 1
Atletico CD (Cajazeiras) 1
Esporte (Patos) 1
Felipeia 1
Nacional (Patos) 1


IMPORTAÇÃO DE DADOS

PD.READ_CSV()

In [55]:
'http://transparencia.pb.gov.br/despesas/consultas-especificas/diarias'
df_csv = pd.read_csv('DiariasCredorLista.csv')
df_csv
Out[55]:
DS_ORGAO DS_CREDOR VL_EMPENHO Valor_Pago VL_EMPENHO1 VL_Pagamento1
0 TRIBUNAL DE CONTAS [020001] ***.823.324-** NOBERTO MEDEIROS DE LUCENA R$ 5.430,00 R$ 1.530,00 R$ 900.861,25 R$ 911.263,64
1 UNIVERSIDADE ESTADUAL DA PARAIBA [220401] ***.415.574-** WALTER FABRICIO SILVA MARTINS R$ 4.500,00 R$ 4.500,00 R$ 900.861,25 R$ 911.263,64
2 MINISTERIO PUBLICO [060001] ***.573.784-** BERTRAND DE ARAUJO ASFORA R$ 4.250,00 R$ 4.250,00 R$ 900.861,25 R$ 911.263,64
3 FUNDO ESPECIAL DO PODER JUDICIARIO [530001] ***.788.064-** CARLOS MARTINS BELTRAO FILHO R$ 4.188,65 R$ 1.738,64 R$ 900.861,25 R$ 911.263,64
4 TRIBUNAL DE CONTAS [020001] ***.468.454-** ADRIANA FALCAO DO REGO TROCOLLI R$ 3.900,00 R$ 0,00 R$ 900.861,25 R$ 911.263,64
5 TRIBUNAL DE CONTAS [020001] ***.834.554-** ALCIMAR ALVES FRAGA R$ 3.900,00 R$ 0,00 R$ 900.861,25 R$ 911.263,64
6 TRIBUNAL DE CONTAS [020001] ***.740.714-** MANOEL ANTONIO DOS SANTOS NETO R$ 3.825,00 R$ 0,00 R$ 900.861,25 R$ 911.263,64
7 TRIBUNAL DE CONTAS [020001] ***.872.584-** MARCILIO TOSCANO FRANCA FILHO R$ 3.825,00 R$ 0,00 R$ 900.861,25 R$ 911.263,64
8 TRIBUNAL DE CONTAS [020001] ***.314.534-** GIORDANO SANTOS RODRIGUES R$ 3.600,00 R$ 3.600,00 R$ 900.861,25 R$ 911.263,64
9 TRIBUNAL DE CONTAS [020001] ***.443.314-** JOSEDILTON ALVES DINIZ R$ 3.600,00 R$ 3.600,00 R$ 900.861,25 R$ 911.263,64
10 TRIBUNAL DE CONTAS [020001] ***.976.074-** WILLO HERBERT PONTES PINHEIRO R$ 3.600,00 R$ 3.600,00 R$ 900.861,25 R$ 911.263,64
11 SEC DE ESTADO DO TURISMO E DO DESENVOLVIMENTO ECONOMICO [210001] ***.594.434-** LINDOLFO PIRES NETO R$ 3.375,00 R$ 3.375,00 R$ 900.861,25 R$ 911.263,64
12 FUNDO ESPECIAL DO PODER JUDICIARIO [530001] ***.463.584-** RUSIO LIMA DE MELO R$ 3.329,32 R$ 3.329,32 R$ 900.861,25 R$ 911.263,64
13 TRIBUNAL DE CONTAS [020001] ***.849.364-** JANILSON CAJU MARQUES R$ 3.060,00 R$ 3.060,00 R$ 900.861,25 R$ 911.263,64
14 FUNDO ESPECIAL DO PODER JUDICIARIO [530001] ***.372.944-** FALKANDRE DE SOUSA QUEIROZ R$ 2.978,88 R$ 3.679,79 R$ 900.861,25 R$ 911.263,64
15 CODATA - CIA DE PROCESSAMENTO DE DADOS DA PARAIBA [190401] ***.199.174-** CELIA REGINA ROCHA BARRETO R$ 2.925,00 R$ 1.560,00 R$ 900.861,25 R$ 911.263,64
16 DEFENSORIA PUBLICA DO ESTADO DA PARAIBA [140001] ***.033.874-** FRANCISCA DE FATIMA PEREIRA A DINIZ R$ 2.800,00 R$ 1.400,00 R$ 900.861,25 R$ 911.263,64
17 FUNDO ESPECIAL DO PODER JUDICIARIO [530001] ***.877.504-** EDUARDO JOSE DE CARVALHO SOARES R$ 2.768,19 R$ 1.977,28 R$ 900.861,25 R$ 911.263,64
18 INSTITUTO DE METROLOGIA E QUALIDADE INDUST. DA PARAIBA [210401] ***.043.334-** RIVALDO JERONIMO DOS SANTOS R$ 2.655,00 R$ 2.655,00 R$ 900.861,25 R$ 911.263,64
19 INSTITUTO DE METROLOGIA E QUALIDADE INDUST. DA PARAIBA [210401] ***.097.364-** VALTO BARBOSA DA SILVA JUNIOR R$ 2.655,00 R$ 2.655,00 R$ 900.861,25 R$ 911.263,64
20 TRIBUNAL DE CONTAS [020001] ***.558.574-** FERNANDO SOARES BORGES R$ 2.600,00 R$ 2.600,00 R$ 900.861,25 R$ 911.263,64
21 UNIVERSIDADE ESTADUAL DA PARAIBA [220401] ***.828.094-** ANTONIO EMILIANO SOBRINHO R$ 2.600,00 R$ 2.600,00 R$ 900.861,25 R$ 911.263,64
22 AGENCIA EXECUTIVA DE GESTAO DAS AGUAS DO ESTADO DA PB [310801] ***.466.884-** JOAO FERNANDES DA SILVA R$ 2.535,00 R$ 2.535,00 R$ 900.861,25 R$ 911.263,64
23 MINISTERIO PUBLICO [060001] ***.432.274-** ALCIDES LEITE DE AMORIM R$ 2.362,50 R$ 2.362,50 R$ 900.861,25 R$ 911.263,64
24 TRIBUNAL DE CONTAS [020001] ***.264.284-** EDER DIAS FERNANDES R$ 2.340,00 R$ 2.340,00 R$ 900.861,25 R$ 911.263,64
25 TRIBUNAL DE CONTAS [020001] ***.148.144-** LEONARDO HENRIQUE FREIRE RABAY R$ 2.340,00 R$ 2.340,00 R$ 900.861,25 R$ 911.263,64
26 FUNDO ESPECIAL DO PODER JUDICIARIO [530001] ***.007.014-** SERGIO BRITO LEAL R$ 2.219,59 R$ 749,26 R$ 900.861,25 R$ 911.263,64
27 FUNDO ESPECIAL DO PODER JUDICIARIO [530001] ***.928.984-** SERGIO SPENCER DE ANDRADE R$ 2.219,59 R$ 749,26 R$ 900.861,25 R$ 911.263,64
28 TRIBUNAL DE CONTAS [020001] ***.590.434-** OSCAR MAMEDE SANTIAGO MELO R$ 2.125,00 R$ 0,00 R$ 900.861,25 R$ 911.263,64
29 FUNDO ESPECIAL DO PODER JUDICIARIO [530001] ***.503.254-** JAILSON SHIZUE SUASSUNA R$ 2.102,73 R$ 1.927,50 R$ 900.861,25 R$ 911.263,64
... ... ... ... ... ... ...
2778 SECRETARIA DE ESTADO DA SAUDE [250001] ***.973.274-** LINDINAR MARIA BANDEIRA R$ 0,00 R$ 50,00 R$ 900.861,25 R$ 911.263,64
2779 SECRETARIA DE ESTADO DA SAUDE [250001] ***.623.194-** MAGNOLIA DE FATIMA D DE ARAUJO R$ 0,00 R$ 840,00 R$ 900.861,25 R$ 911.263,64
2780 SECRETARIA DE ESTADO DA SAUDE [250001] ***.874.274-** MARIA DA CONCEICAO CARLOS CAMPOS R$ 0,00 R$ 160,00 R$ 900.861,25 R$ 911.263,64
2781 SECRETARIA DE ESTADO DA SAUDE [250001] ***.833.494-** MARIA JOSE DA SILVA R$ 0,00 R$ 0,00 R$ 900.861,25 R$ 911.263,64
2782 SECRETARIA DE ESTADO DA SAUDE [250001] ***.945.424-** PEDRO ALBERTO LACERDA RODRIGUES R$ 0,00 R$ 200,00 R$ 900.861,25 R$ 911.263,64
2783 SECRETARIA DE ESTADO DA SAUDE [250001] ***.514.134-** SHIRLENE QUEIROZ DE LIMA R$ 0,00 R$ 120,00 R$ 900.861,25 R$ 911.263,64
2784 SECRETARIA DE ESTADO DA SAUDE [250001] ***.470.074-** SILVANA MARIA GOMES TARGINO DE ALMEIDA R$ 0,00 R$ 160,00 R$ 900.861,25 R$ 911.263,64
2785 SECRETARIA DE ESTADO DA SAUDE [250001] ***.941.714-** THAIS GOMES FERREIRA NUNES R$ 0,00 R$ 160,00 R$ 900.861,25 R$ 911.263,64
2786 SECRETARIA DE ESTADO DA SAUDE [250001] ***.427.254-** THALITA ELIZIARIO M. MATIAS R$ 0,00 R$ 200,00 R$ 900.861,25 R$ 911.263,64
2787 SECRETARIA DE ESTADO DO DESENVOLVIMENTO HUMANO [270001] ***.558.234-** SEVERINO DOS RAMOS OLIVEIRA COSTA R$ 0,00 R$ 125,00 R$ 900.861,25 R$ 911.263,64
2788 SUPERINTENDENCIA DE ADMINISTRACAO DO MEIO AMBIENTE [310501] ***.190.804-** CARLOS LIMA DE SANTANA R$ 0,00 R$ 400,00 R$ 900.861,25 R$ 911.263,64
2789 SUPERINTENDENCIA DE ADMINISTRACAO DO MEIO AMBIENTE [310501] ***.587.424-** JACKSON DOUGLAS N SILVA R$ 0,00 R$ 50,00 R$ 900.861,25 R$ 911.263,64
2790 SUPERINTENDENCIA DE ADMINISTRACAO DO MEIO AMBIENTE [310501] ***.124.294-** PRISCILA MARSICANO SOARES R$ 0,00 R$ 320,00 R$ 900.861,25 R$ 911.263,64
2791 TRIBUNAL DE CONTAS [020001] ***.967.164-** LUIZ HENRIQUE DOS SANTOS R$ 0,00 R$ 9.600,00 R$ 900.861,25 R$ 911.263,64
2792 UNIVERSIDADE ESTADUAL DA PARAIBA [220401] ***.788.168-** ABIGAIL FREGNI LINS R$ 0,00 R$ 1.800,00 R$ 900.861,25 R$ 911.263,64
2793 UNIVERSIDADE ESTADUAL DA PARAIBA [220401] ***.779.424-** ADAILTON VASCONCELOS JUNIOR R$ 0,00 R$ 1.650,00 R$ 900.861,25 R$ 911.263,64
2794 UNIVERSIDADE ESTADUAL DA PARAIBA [220401] ***.564.674-** ANA CLAUDIA DANTAS DE MEDEIROS R$ 0,00 R$ 1.121,00 R$ 900.861,25 R$ 911.263,64
2795 UNIVERSIDADE ESTADUAL DA PARAIBA [220401] ***.529.707-** ANDRE LUIZ MACHADO PESSANHA R$ 0,00 R$ 531,00 R$ 900.861,25 R$ 911.263,64
2796 UNIVERSIDADE ESTADUAL DA PARAIBA [220401] ***.675.154-** ANNAMARIA LAURENTINO TEODOSIO R$ 0,00 R$ 1.650,00 R$ 900.861,25 R$ 911.263,64
2797 UNIVERSIDADE ESTADUAL DA PARAIBA [220401] ***.443.470-** JOSELINE MOLOZZI R$ 0,00 R$ 531,00 R$ 900.861,25 R$ 911.263,64
2798 UNIVERSIDADE ESTADUAL DA PARAIBA [220401] ***.920.734-** KELINA BERNARDO SILVA R$ 0,00 R$ 65,00 R$ 900.861,25 R$ 911.263,64
2799 UNIVERSIDADE ESTADUAL DA PARAIBA [220401] ***.262.481-** LUAN DOS SANTOS MACHADO R$ 0,00 R$ 1.650,00 R$ 900.861,25 R$ 911.263,64
2800 UNIVERSIDADE ESTADUAL DA PARAIBA [220401] ***.653.244-** SANDRA MONIQUE BEZERRA DE BRITO R$ 0,00 R$ 1.650,00 R$ 900.861,25 R$ 911.263,64
2801 UNIVERSIDADE ESTADUAL DA PARAIBA [220401] ***.231.864-** THELMA LUCIA PEREIRA DIAS R$ 0,00 R$ 354,00 R$ 900.861,25 R$ 911.263,64
2802 POLICIA MILITAR DO ESTADO [150001] ***.043.654-** DEMETRIUS ANTONIO RODRIGUES DAS NEVES (R$ 120,00) (R$ 120,00) R$ 900.861,25 R$ 911.263,64
2803 POLICIA MILITAR DO ESTADO [150001] ***.674.144-** JOSE BORGES SOBRINHO NETO (R$ 120,00) (R$ 120,00) R$ 900.861,25 R$ 911.263,64
2804 POLICIA MILITAR DO ESTADO [150001] ***.215.964-** SUZANA WALDENICE DA PAZ SOBRAL (R$ 120,00) (R$ 120,00) R$ 900.861,25 R$ 911.263,64
2805 FUNDACAO ESPACO CULTURAL DA PARAIBA [220101] ***.417.144-** CYBELLE MACEDO NUNES (R$ 240,00) R$ 720,00 R$ 900.861,25 R$ 911.263,64
2806 FUNDO ESPECIAL DO PODER JUDICIARIO [530001] ***.396.234-** PAULO RICARDO COSTA DA SILVA (R$ 320,46) R$ 801,13 R$ 900.861,25 R$ 911.263,64
2807 TRIBUNAL DE CONTAS [020001] ***.681.304-** EDUARDO FERREIRA DE ALBUQUERQUE (R$ 2.520,00) (R$ 2.520,00) R$ 900.861,25 R$ 911.263,64

2808 rows × 6 columns

In [56]:
df_csv['Valor_Pago'] = df_csv['Valor_Pago'].apply(lambda x: float(x.strip(')')[3:].replace('.','').replace(',','.')))
df_csv.sort_values('Valor_Pago',ascending=False)
Out[56]:
DS_ORGAO DS_CREDOR VL_EMPENHO Valor_Pago VL_EMPENHO1 VL_Pagamento1
2791 TRIBUNAL DE CONTAS [020001] ***.967.164-** LUIZ HENRIQUE DOS SANTOS R$ 0,00 9600.00 R$ 900.861,25 R$ 911.263,64
2728 FUNDO ESPECIAL DO PODER JUDICIARIO [530001] ***.935.284-** JOSE AURELIO DA CRUZ R$ 0,00 6915.92 R$ 900.861,25 R$ 911.263,64
2730 FUNDO ESPECIAL DO PODER JUDICIARIO [530001] ***.785.304-** JOSE HERBERT LUNA LISBOA R$ 0,00 6153.42 R$ 900.861,25 R$ 911.263,64
1 UNIVERSIDADE ESTADUAL DA PARAIBA [220401] ***.415.574-** WALTER FABRICIO SILVA MARTINS R$ 4.500,00 4500.00 R$ 900.861,25 R$ 911.263,64
2 MINISTERIO PUBLICO [060001] ***.573.784-** BERTRAND DE ARAUJO ASFORA R$ 4.250,00 4250.00 R$ 900.861,25 R$ 911.263,64
2741 FUNDO ESPECIAL DO PODER JUDICIARIO [530001] ***.476.794-** RICARDO DA COSTA FREITAS R$ 0,00 3954.56 R$ 900.861,25 R$ 911.263,64
2743 FUNDO ESPECIAL DO PODER JUDICIARIO [530001] ***.628.134-** SILMARY ALVES DE QUEIROGA R$ 0,00 3954.56 R$ 900.861,25 R$ 911.263,64
14 FUNDO ESPECIAL DO PODER JUDICIARIO [530001] ***.372.944-** FALKANDRE DE SOUSA QUEIROZ R$ 2.978,88 3679.79 R$ 900.861,25 R$ 911.263,64
48 FUNDO ESPECIAL DO PODER JUDICIARIO [530001] ***.323.784-** LILIAN FRASSINETTI C CANANEA R$ 1.779,55 3613.64 R$ 900.861,25 R$ 911.263,64
10 TRIBUNAL DE CONTAS [020001] ***.976.074-** WILLO HERBERT PONTES PINHEIRO R$ 3.600,00 3600.00 R$ 900.861,25 R$ 911.263,64
8 TRIBUNAL DE CONTAS [020001] ***.314.534-** GIORDANO SANTOS RODRIGUES R$ 3.600,00 3600.00 R$ 900.861,25 R$ 911.263,64
9 TRIBUNAL DE CONTAS [020001] ***.443.314-** JOSEDILTON ALVES DINIZ R$ 3.600,00 3600.00 R$ 900.861,25 R$ 911.263,64
11 SEC DE ESTADO DO TURISMO E DO DESENVOLVIMENTO ECONOMICO [210001] ***.594.434-** LINDOLFO PIRES NETO R$ 3.375,00 3375.00 R$ 900.861,25 R$ 911.263,64
12 FUNDO ESPECIAL DO PODER JUDICIARIO [530001] ***.463.584-** RUSIO LIMA DE MELO R$ 3.329,32 3329.32 R$ 900.861,25 R$ 911.263,64
13 TRIBUNAL DE CONTAS [020001] ***.849.364-** JANILSON CAJU MARQUES R$ 3.060,00 3060.00 R$ 900.861,25 R$ 911.263,64
18 INSTITUTO DE METROLOGIA E QUALIDADE INDUST. DA PARAIBA [210401] ***.043.334-** RIVALDO JERONIMO DOS SANTOS R$ 2.655,00 2655.00 R$ 900.861,25 R$ 911.263,64
19 INSTITUTO DE METROLOGIA E QUALIDADE INDUST. DA PARAIBA [210401] ***.097.364-** VALTO BARBOSA DA SILVA JUNIOR R$ 2.655,00 2655.00 R$ 900.861,25 R$ 911.263,64
21 UNIVERSIDADE ESTADUAL DA PARAIBA [220401] ***.828.094-** ANTONIO EMILIANO SOBRINHO R$ 2.600,00 2600.00 R$ 900.861,25 R$ 911.263,64
20 TRIBUNAL DE CONTAS [020001] ***.558.574-** FERNANDO SOARES BORGES R$ 2.600,00 2600.00 R$ 900.861,25 R$ 911.263,64
22 AGENCIA EXECUTIVA DE GESTAO DAS AGUAS DO ESTADO DA PB [310801] ***.466.884-** JOAO FERNANDES DA SILVA R$ 2.535,00 2535.00 R$ 900.861,25 R$ 911.263,64
2807 TRIBUNAL DE CONTAS [020001] ***.681.304-** EDUARDO FERREIRA DE ALBUQUERQUE (R$ 2.520,00) 2520.00 R$ 900.861,25 R$ 911.263,64
23 MINISTERIO PUBLICO [060001] ***.432.274-** ALCIDES LEITE DE AMORIM R$ 2.362,50 2362.50 R$ 900.861,25 R$ 911.263,64
24 TRIBUNAL DE CONTAS [020001] ***.264.284-** EDER DIAS FERNANDES R$ 2.340,00 2340.00 R$ 900.861,25 R$ 911.263,64
25 TRIBUNAL DE CONTAS [020001] ***.148.144-** LEONARDO HENRIQUE FREIRE RABAY R$ 2.340,00 2340.00 R$ 900.861,25 R$ 911.263,64
2726 FUNDO ESPECIAL DO PODER JUDICIARIO [530001] ***.446.804-** ILKA DE LOURDES COUTINHO COSTA R$ 0,00 2254.56 R$ 900.861,25 R$ 911.263,64
41 DEFENSORIA PUBLICA DO ESTADO DA PARAIBA [140001] ***.931.604-** MARIA MADALENA ABRANTES SILVA R$ 1.800,00 2250.00 R$ 900.861,25 R$ 911.263,64
2663 DEFENSORIA PUBLICA DO ESTADO DA PARAIBA [140001] ***.290.084-** GERALDO LINS RABELLO SOBRINHO R$ 0,00 2250.00 R$ 900.861,25 R$ 911.263,64
30 UNIVERSIDADE ESTADUAL DA PARAIBA [220401] ***.411.944-** ANA ALICE RODRIGUES SOBREIRA R$ 2.015,00 2015.00 R$ 900.861,25 R$ 911.263,64
2641 ASSEMBLEIA LEGISLATIVA [010001] ***.035.314-** ESTELIZABEL BEZERRA DE SOUZA R$ 0,00 2000.00 R$ 900.861,25 R$ 911.263,64
762 UNIVERSIDADE ESTADUAL DA PARAIBA [220401] ***.076.328-** MARIA DAS GRACAS FERNANDES R$ 350,00 2000.00 R$ 900.861,25 R$ 911.263,64
... ... ... ... ... ... ...
624 EMATER - EMP. DE ASSISTENCIA TECNICA E EXTENCAO RURAL [320101] ***.642.144-** GEILSON DIAS DOS SANTOS R$ 400,00 0.00 R$ 900.861,25 R$ 911.263,64
622 EMATER - EMP. DE ASSISTENCIA TECNICA E EXTENCAO RURAL [320101] ***.464.954-** FRANCISCO DE ASSIS BERNARDINO R$ 400,00 0.00 R$ 900.861,25 R$ 911.263,64
2571 FUNDO ESPECIAL DO PODER JUDICIARIO [530001] ***.962.504-** ELIGIDERIO GADELHA DE LIMA R$ 37,95 0.00 R$ 900.861,25 R$ 911.263,64
620 EMATER - EMP. DE ASSISTENCIA TECNICA E EXTENCAO RURAL [320101] ***.628.164-** ELY MARTINS DE LIMA R$ 400,00 0.00 R$ 900.861,25 R$ 911.263,64
619 EMATER - EMP. DE ASSISTENCIA TECNICA E EXTENCAO RURAL [320101] ***.637.274-** ELIAS BORJA DE FREITAS SOBRINHO R$ 400,00 0.00 R$ 900.861,25 R$ 911.263,64
1066 SECRETARIA DE ESTADO DA ADMINISTRACAO PENITENCIARIA [240001] ***.236.224-** ADRIANO CAVALCANTI DE OLIVEIRA R$ 225,00 0.00 R$ 900.861,25 R$ 911.263,64
617 EMATER - EMP. DE ASSISTENCIA TECNICA E EXTENCAO RURAL [320101] ***.402.454-** CLODOALDO EZEQUIEL FERNANDES R$ 400,00 0.00 R$ 900.861,25 R$ 911.263,64
615 EMATER - EMP. DE ASSISTENCIA TECNICA E EXTENCAO RURAL [320101] ***.056.794-** ARISTARCO DIAS DE ARAUJO FILHO R$ 400,00 0.00 R$ 900.861,25 R$ 911.263,64
46 TRIBUNAL DE CONTAS [020001] ***.648.944-** OTACILIO BATISTA DE SOUSA NETO R$ 1.800,00 0.00 R$ 900.861,25 R$ 911.263,64
1098 SECRETARIA DE ESTADO DA EDUCACAO [220001] ***.576.664-** SIVANILDO ALVES DE LIMA R$ 225,00 0.00 R$ 900.861,25 R$ 911.263,64
1099 SECRETARIA DE ESTADO DA EDUCACAO [220001] ***.973.094-** VICENTE DE VASCONCELOS SANTIAGO R$ 225,00 0.00 R$ 900.861,25 R$ 911.263,64
630 EMATER - EMP. DE ASSISTENCIA TECNICA E EXTENCAO RURAL [320101] ***.061.264-** JOSE PEREIRA DA SILVA FILHO R$ 400,00 0.00 R$ 900.861,25 R$ 911.263,64
2714 FUNDO DE DESENVOLVIMENTO AGROPECUARIO DO ESTADO DA PB [680001] ***.534.654-** VERONICA DE OLIVEIRA SANTOS R$ 0,00 0.00 R$ 900.861,25 R$ 911.263,64
2713 FUND DESENV CRIANCA E ADOLESCENTE ALICE ALMEIDA [270101] ***.040.064-** NILSON SABINO DOS SANTOS R$ 0,00 0.00 R$ 900.861,25 R$ 911.263,64
700 SUPERINTENDENCIA DE ADMINISTRACAO DO MEIO AMBIENTE [310501] ***.682.304-** DANIELE DE CARVALHO COUTINHO R$ 400,00 0.00 R$ 900.861,25 R$ 911.263,64
706 SUPERINTENDENCIA DE ADMINISTRACAO DO MEIO AMBIENTE [310501] ***.559.974-** RAYME DE BARROS BRAGA R$ 400,00 0.00 R$ 900.861,25 R$ 911.263,64
705 SUPERINTENDENCIA DE ADMINISTRACAO DO MEIO AMBIENTE [310501] ***.008.254-** MARIA JOSE DE SOUZA ARAUJO R$ 400,00 0.00 R$ 900.861,25 R$ 911.263,64
703 SUPERINTENDENCIA DE ADMINISTRACAO DO MEIO AMBIENTE [310501] ***.737.464-** JOSE FAGNER DE OLIVEIRA LIMA R$ 400,00 0.00 R$ 900.861,25 R$ 911.263,64
702 SUPERINTENDENCIA DE ADMINISTRACAO DO MEIO AMBIENTE [310501] ***.902.714-** FERNANDO GOMES DA SILVA R$ 400,00 0.00 R$ 900.861,25 R$ 911.263,64
1946 FUNDO ESPECIAL DO PODER JUDICIARIO [530001] ***.007.491-** LAION MURIEL VIANA DE AZEVEDO LIRA R$ 97,73 0.00 R$ 900.861,25 R$ 911.263,64
1945 FUNDO ESPECIAL DO PODER JUDICIARIO [530001] ***.571.914-** JOSENILSON ALBUQUERQUE MONTEIRO DE SOUZA R$ 97,73 0.00 R$ 900.861,25 R$ 911.263,64
699 SUPERINTENDENCIA DE ADMINISTRACAO DO MEIO AMBIENTE [310501] ***.216.064-** DAMIAO GOMES ALVINO R$ 400,00 0.00 R$ 900.861,25 R$ 911.263,64
2215 FUNDO ESPECIAL DO PODER JUDICIARIO [530001] ***.522.924-** JOEL GOMES DA SILVA R$ 62,73 0.00 R$ 900.861,25 R$ 911.263,64
698 SUPERINTENDENCIA DE ADMINISTRACAO DO MEIO AMBIENTE [310501] ***.358.244-** ALLISSON LACERDA DA SILVA R$ 400,00 0.00 R$ 900.861,25 R$ 911.263,64
1943 FUNDO ESPECIAL DO PODER JUDICIARIO [530001] ***.084.084-** JAQUELINE BARBOSA CORREIA R$ 97,73 0.00 R$ 900.861,25 R$ 911.263,64
697 SECRETARIA DE ESTADO DO DESENVOLVIMENTO HUMANO [270001] ***.263.644-** ROSE SOARES DE ARAUJO R$ 400,00 0.00 R$ 900.861,25 R$ 911.263,64
694 SECRETARIA DE ESTADO DO DESENVOLVIMENTO HUMANO [270001] ***.343.004-** FRANCINALDA PEREIRA DA SILVA R$ 400,00 0.00 R$ 900.861,25 R$ 911.263,64
634 EMATER - EMP. DE ASSISTENCIA TECNICA E EXTENCAO RURAL [320101] ***.648.234-** NILSON DE BRITO LIRA R$ 400,00 0.00 R$ 900.861,25 R$ 911.263,64
631 EMATER - EMP. DE ASSISTENCIA TECNICA E EXTENCAO RURAL [320101] ***.699.724-** JUSCELINO CORREIA DE ARAUJO R$ 400,00 0.00 R$ 900.861,25 R$ 911.263,64
1091 SECRETARIA DE ESTADO DA EDUCACAO [220001] ***.531.514-** MARCELO DE SOUSA BARBOSA R$ 225,00 0.00 R$ 900.861,25 R$ 911.263,64

2808 rows × 6 columns

In [57]:
import os
'CSV'
'https://www.portaldatransparencia.gov.br/downloads/servidores.asp'
df_federais = pd.read_csv('20170630_Cadastro.csv',
                          sep='\t',
                          encoding='latin1')
print('Tamanho Arquivo mb:', os.stat('20170630_Cadastro.csv').st_size/(1024*1024))
df_federais.info()
C:\Users\Alberto\Anaconda3\lib\site-packages\IPython\core\interactiveshell.py:2717: DtypeWarning: Columns (10,12,23,25) have mixed types. Specify dtype option on import or set low_memory=False.
  interactivity=interactivity, compiler=compiler, result=result)
Tamanho Arquivo mb: 365.5252351760864
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 808200 entries, 0 to 808199
Data columns (total 42 columns):
Id_SERVIDOR_PORTAL                      808200 non-null int64
NOME                                    808200 non-null object
CPF                                     808200 non-null object
MATRICULA                               808200 non-null object
DESCRICAO_CARGO                         645790 non-null object
CLASSE_CARGO                            631339 non-null object
REFERENCIA_CARGO                        0 non-null float64
PADRAO_CARGO                            423967 non-null object
NIVEL_CARGO                             207199 non-null float64
SIGLA_FUNCAO                            104804 non-null object
NIVEL_FUNCAO                            104804 non-null object
FUNCAO                                  104804 non-null object
CODIGO_ATIVIDADE                        104745 non-null object
ATIVIDADE                               104745 non-null object
OPCAO_PARCIAL                           32989 non-null object
COD_UORG_LOTACAO                        681268 non-null float64
UORG_LOTACAO                            681268 non-null object
COD_ORG_LOTACAO                         808200 non-null int64
ORG_LOTACAO                             808200 non-null object
COD_ORGSUP_LOTACAO                      808200 non-null int64
ORGSUP_LOTACAO                          808200 non-null object
COD_UORG_EXERCICIO                      640449 non-null float64
UORG_EXERCICIO                          640449 non-null object
COD_ORG_EXERCICIO                       808200 non-null object
ORG_EXERCICIO                           808200 non-null object
COD_ORGSUP_EXERCICIO                    808200 non-null object
ORGSUP_EXERCICIO                        808200 non-null object
TIPO_VINCULO                            808200 non-null int64
SITUACAO_VINCULO                        808200 non-null object
DATA_INICIO_AFASTAMENTO                 808200 non-null object
DATA_TERMINO_AFASTAMENTO                808200 non-null object
REGIME_JURIDICO                         808200 non-null object
JORNADA_DE_TRABALHO                     808200 non-null object
DATA_INGRESSO_CARGOFUNCAO               750594 non-null object
DATA_NOMEACAO_CARGOFUNCAO               0 non-null float64
DATA_INGRESSO_ORGAO                     805763 non-null object
DOCUMENTO_INGRESSO_SERVICOPUBLICO       763211 non-null object
DATA_DIPLOMA_INGRESSO_SERVICOPUBLICO    808200 non-null object
DIPLOMA_INGRESSO_CARGOFUNCAO            0 non-null float64
DIPLOMA_INGRESSO_ORGAO                  805780 non-null object
DIPLOMA_INGRESSO_SERVICOPUBLICO         760962 non-null object
UF_EXERCICIO                            618427 non-null object
dtypes: float64(6), int64(4), object(32)
memory usage: 259.0+ MB
In [58]:
df_federais
Out[58]:
Id_SERVIDOR_PORTAL NOME CPF MATRICULA DESCRICAO_CARGO CLASSE_CARGO REFERENCIA_CARGO PADRAO_CARGO NIVEL_CARGO SIGLA_FUNCAO NIVEL_FUNCAO FUNCAO CODIGO_ATIVIDADE ATIVIDADE OPCAO_PARCIAL COD_UORG_LOTACAO UORG_LOTACAO COD_ORG_LOTACAO ORG_LOTACAO COD_ORGSUP_LOTACAO ORGSUP_LOTACAO COD_UORG_EXERCICIO UORG_EXERCICIO COD_ORG_EXERCICIO ORG_EXERCICIO COD_ORGSUP_EXERCICIO ORGSUP_EXERCICIO TIPO_VINCULO SITUACAO_VINCULO DATA_INICIO_AFASTAMENTO DATA_TERMINO_AFASTAMENTO REGIME_JURIDICO JORNADA_DE_TRABALHO DATA_INGRESSO_CARGOFUNCAO DATA_NOMEACAO_CARGOFUNCAO DATA_INGRESSO_ORGAO DOCUMENTO_INGRESSO_SERVICOPUBLICO DATA_DIPLOMA_INGRESSO_SERVICOPUBLICO DIPLOMA_INGRESSO_CARGOFUNCAO DIPLOMA_INGRESSO_ORGAO DIPLOMA_INGRESSO_SERVICOPUBLICO UF_EXERCICIO
0 1000000 PAULO MARTINS SOARES ***.787.200-** 002**** NaN NaN NaN NaN NaN FG 0004 FUNCAO GRATIFICADA - IFES 0033 COORDENADOR NaN 2.643600e+13 PL-DIRGER - DIRETORIA GERAL DO CAMPUS PE 26436 INSTITUTO FEDERAL SUL RIO-GRANDENSE 15000 MINISTERIO DA EDUCACAO 2.643600e+13 PL-COPEG - COORDENADORIA DE EDITORAÇÃO G 26436 INSTITUTO FEDERAL SUL RIO-GRANDENSE 15000 MINISTERIO DA EDUCACAO 1 ATIVO PERMANENTE Não informada Não informada REGIME JURIDICO UNICO 40 HORAS SEMANAIS 01/05/2016 NaN 29/12/2008 000046/92 22/01/1992 NaN LEI PORTARIA RS
1 1000000 PAULO MARTINS SOARES ***.787.200-** 002**** TECNICO EM ARTES GRAFICAS D NaN 415 NaN NaN NaN NaN NaN NaN NaN 2.643600e+13 PL-DIRGER - DIRETORIA GERAL DO CAMPUS PE 26436 INSTITUTO FEDERAL SUL RIO-GRANDENSE 15000 MINISTERIO DA EDUCACAO 2.643600e+13 PL-COPEG - COORDENADORIA DE EDITORAÇÃO G 26436 INSTITUTO FEDERAL SUL RIO-GRANDENSE 15000 MINISTERIO DA EDUCACAO 2 ATIVO PERMANENTE Não informada Não informada REGIME JURIDICO UNICO 40 HORAS SEMANAIS 01/03/2005 NaN 29/12/2008 000046/92 22/01/1992 NaN LEI PORTARIA NaN
2 1000001 ANALIA BATISTA ***.600.796-** 006**** ASSISTENTE EM CIENCIA E TECNOLOGIA R NaN III NaN NaN NaN NaN NaN NaN NaN 4.030100e+13 SEÇÃO FINANCEIRA E CONTÁBIL 40301 COMISSAO NACIONAL DE ENERGIA NUCLEAR 40108 MINIST.DA CIENCIA, TECNOLOGIA E INOVACAO 4.030100e+13 SEÇÃO FINANCEIRA E CONTÁBIL 40301 COMISSAO NACIONAL DE ENERGIA NUCLEAR 40108 MINIST.DA CIENCIA, TECNOLOGIA E INOVACAO 2 ATIVO PERMANENTE Não informada Não informada REGIME JURIDICO UNICO 40 HORAS SEMANAIS 30/06/2000 NaN 20/08/1979 000000001 20/08/1979 NaN PORTARIA PORTARIA MG
3 1000002 ARY DE NOROES FILHO ***.124.863-** 005**** AGENTE DE SAUDE PUBLICA S NaN III NaN NaN NaN NaN NaN NaN NaN 2.500000e+13 SUS/MUNICIPAL - PI 25000 MINISTERIO DA SAUDE 25000 MINISTERIO DA SAUDE NaN NaN 99991 ESTADOS / MUNICIPIOS / EMPRESAS 99991 ESTADOS / MUNICIPIOS / EMPRESAS 2 CEDIDO SUS/LEI 8270 Não informada Não informada REGIME JURIDICO UNICO 40 HORAS SEMANAIS 01/03/2006 NaN 29/06/2010 000000324 01/06/1983 NaN PORTARIA PORTARIA NaN
4 1000003 EDUARDO BRUNO OLIVEIRA ***.243.821-** 015**** ANALISTA-A A NaN NaN 6.0 NaN NaN NaN NaN NaN NaN 2.220200e+13 CENTRO DE PESC.AGROPECUARIA DOS CERRADOS 22202 EMPRESA BRASILEIRA DE PESQ. AGROPECUARIA 13000 MINIST.DA AGRICULTURA,PECUARIA E ABAST. NaN NaN 22202 EMPRESA BRASILEIRA DE PESQ. AGROPECUARIA 13000 MINIST.DA AGRICULTURA,PECUARIA E ABAST. 2 CELETISTA/EMPREGADO Não informada Não informada CONSOLIDACAO DAS LEIS DO TRABALHO 40 HORAS SEMANAIS 01/07/2015 NaN 03/04/2007 SN 03/04/2007 NaN CARTA CARTA DF
5 1000004 MOISES ALBERTO CALLE AGUIRRE ***.122.446-** 016**** PROFESSOR DO MAGISTERIO SUPERIOR 7 NaN NaN 701.0 NaN NaN NaN NaN NaN NaN 2.624300e+13 DEPTO DE DEMOGRAFIA E CIENCIAS ATUARIAIS 26243 UNIVERSIDADE FED. DO RIO GRANDE DO NORTE 15000 MINISTERIO DA EDUCACAO 2.624300e+13 DEPTO DE DEMOGRAFIA E CIENCIAS ATUARIAIS 26243 UNIVERSIDADE FED. DO RIO GRANDE DO NORTE 15000 MINISTERIO DA EDUCACAO 2 ATIVO PERMANENTE Não informada Não informada REGIME JURIDICO UNICO DEDICACAO EXCLUSIVA 01/03/2013 NaN 13/03/2009 128 13/03/2009 NaN PORTARIA PORTARIA RN
6 1000005 LAURA JANAINA DIAS AMATO ***.761.819-** 014**** PROFESSOR DO MAGISTERIO SUPERIOR 6 NaN NaN 603.0 NaN NaN NaN NaN NaN NaN 2.626700e+13 INSTITUTO LATINO-AMERICANO DE ARTE, CULT 26267 UNIV.FED. DA INTEGRACAO LATINO-AMERICANA 15000 MINISTERIO DA EDUCACAO 2.626700e+13 INSTITUTO LATINO-AMERICANO DE ARTE, CULT 26267 UNIV.FED. DA INTEGRACAO LATINO-AMERICANA 15000 MINISTERIO DA EDUCACAO 2 ATIVO PERMANENTE Não informada Não informada REGIME JURIDICO UNICO DEDICACAO EXCLUSIVA 01/03/2013 NaN 12/01/2010 5244 21/05/2004 NaN PORTARIA PORTARIA PR
7 1000010 DANIELLE CHAVES GONCALVES TAVARES ***.956.267-** 021**** TEC EM SEGURANCA DO TRABALHO D NaN 202 NaN NaN NaN NaN NaN NaN NaN 2.624500e+13 PRO-REITORIA DE PESSOAL 26245 UNIVERSIDADE FEDERAL DO RIO DE JANEIRO 15000 MINISTERIO DA EDUCACAO 2.624500e+13 Coordenação de Políticas de Saúde 26245 UNIVERSIDADE FEDERAL DO RIO DE JANEIRO 15000 MINISTERIO DA EDUCACAO 2 ATIVO PERMANENTE Não informada Não informada REGIME JURIDICO UNICO 40 HORAS SEMANAIS 23/02/2015 NaN 10/12/2014 492 28/01/2015 NaN PROCESSO PORTARIA RJ
8 1000011 JOSE EDSON CESAR DE ALBUQUERQUE ***.519.384-** 001**** AGENTE DE POL FEDERAL CLASSE ESPECIAL NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 20115 DEPARTAMENTO DE POLICIA FEDERAL 20000 MINISTERIO DA JUSTICA NaN NaN 20115 DEPARTAMENTO DE POLICIA FEDERAL 20000 MINISTERIO DA JUSTICA 2 ATIVO PERMANENTE Não informada Não informada REGIME JURIDICO UNICO 40 HORAS SEMANAIS 01/07/2012 NaN 05/06/2007 910/MJ 07/01/1986 NaN PORTARIA PORTARIA NaN
9 1000012 CINTIA FLORENCIO ALVES ***.326.633-** 018**** ESCRIVAO DE POLICIA FEDERAL 2A CLASSE NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 20115 DEPARTAMENTO DE POLICIA FEDERAL 20000 MINISTERIO DA JUSTICA NaN NaN 20115 DEPARTAMENTO DE POLICIA FEDERAL 20000 MINISTERIO DA JUSTICA 2 ATIVO PERMANENTE Não informada Não informada REGIME JURIDICO UNICO 40 HORAS SEMANAIS 01/08/2013 NaN 22/07/2010 1236 22/07/2010 NaN PORTARIA PORTARIA NaN
10 1000015 ANA CRISTINA PINTO REIS ***.812.017-** 015**** AUDITOR FISCAL FEDERAL AGROPECUARIO S NaN I NaN NaN NaN NaN NaN NaN NaN 1.300000e+13 SUP FED AGRIC PEC ABAST EST R JANEIRO-RJ 13000 MINIST.DA AGRICULTURA,PECUARIA E ABAST. 13000 MINIST.DA AGRICULTURA,PECUARIA E ABAST. 1.300000e+13 DIV POL PROD DES AGROPECUARIO-RJ 13000 MINIST.DA AGRICULTURA,PECUARIA E ABAST. 13000 MINIST.DA AGRICULTURA,PECUARIA E ABAST. 2 ATIVO PERMANENTE Não informada Não informada REGIME JURIDICO UNICO 40 HORAS SEMANAIS 01/08/2016 NaN 24/05/2007 92 24/05/2007 NaN PORTARIA PORTARIA RJ
11 1000016 ELIANE PAVESI BARRETO SOARES ***.834.277-** 006**** TECNICO M NaN III NaN NaN NaN NaN NaN NaN NaN 4.030100e+13 SERV TECN QUIMICA MATERIAIS E AMBIENTAL 40301 COMISSAO NACIONAL DE ENERGIA NUCLEAR 40108 MINIST.DA CIENCIA, TECNOLOGIA E INOVACAO 4.030100e+13 SERV TECN QUIMICA MATERIAIS E AMBIENTAL 40301 COMISSAO NACIONAL DE ENERGIA NUCLEAR 40108 MINIST.DA CIENCIA, TECNOLOGIA E INOVACAO 2 ATIVO PERMANENTE Não informada Não informada REGIME JURIDICO UNICO 40 HORAS SEMANAIS 13/01/1988 NaN 13/01/1988 00 01/04/1987 NaN CONTRATO CONTRATO RJ
12 1000017 JORGE LUIZ DE OLIVEIRA VIEIRA ***.370.454-** 021**** ASSISTENTE ADMINISTRATIVO - 40H M NaN NaN 101.0 NaN NaN NaN NaN NaN NaN 2.644302e+13 HOSPITAL UNIV PROF ALBERTO ANTUNES 26443 EMPRESA BRAS. DE SERVICOS HOSPITALARES 15000 MINISTERIO DA EDUCACAO NaN NaN 26443 EMPRESA BRAS. DE SERVICOS HOSPITALARES 15000 MINISTERIO DA EDUCACAO 2 CELETISTA/EMPREGADO Não informada Não informada CONSOLIDACAO DAS LEIS DO TRABALHO 40 HORAS SEMANAIS 04/02/2015 NaN 04/02/2015 000000000 04/02/2015 NaN CONTRATO CONTRATO AL
13 1000018 LENA CAVALCANTE FALCAO ***.497.603-** 002**** NaN NaN NaN NaN NaN DAS 1011 DIRECAO E ASSESSORAMENTO SUPERIOR 0045 CHEFE DE SERVICO Sim 2.623300e+13 UNIDADE DE LOTACAO PROVISORIA 26233 UNIVERSIDADE FEDERAL DO CEARA 15000 MINISTERIO DA EDUCACAO 1.500000e+13 SERVICO DIV2 COORD1 CGGA SAA 15000 MINISTERIO DA EDUCACAO 15000 MINISTERIO DA EDUCACAO 1 REQUISITADO Não informada Não informada REGIME JURIDICO UNICO 40 HORAS SEMANAIS 21/03/2016 NaN 27/10/2011 000000001 17/04/1983 NaN PORTARIA PORTARIA DF
14 1000018 LENA CAVALCANTE FALCAO ***.497.603-** 002**** ECONOMISTA E NaN 115 NaN NaN NaN NaN NaN NaN NaN 2.623300e+13 UNIDADE DE LOTACAO PROVISORIA 26233 UNIVERSIDADE FEDERAL DO CEARA 15000 MINISTERIO DA EDUCACAO 1.500000e+13 SERVICO DIV2 COORD1 CGGA SAA 15000 MINISTERIO DA EDUCACAO 15000 MINISTERIO DA EDUCACAO 2 CEDIDO Não informada Não informada REGIME JURIDICO UNICO 40 HORAS SEMANAIS 01/03/2005 NaN 10/03/1985 000000001 17/04/1983 NaN PORTARIA PORTARIA NaN
15 1000020 ADELMO GOLYNSKI ***.700.727-** 013**** PROFESSOR ENS BASICO TECN TECNOLOGICO D NaN NaN 402.0 NaN NaN NaN NaN NaN NaN 2.640700e+13 CAMPUS MORRINHOS 26407 INSTITUTO FEDERAL GOIANO 15000 MINISTERIO DA EDUCACAO 2.640700e+13 COORD. CURSOS ENSINO DE GRADUAÇÃO-MOR 26407 INSTITUTO FEDERAL GOIANO 15000 MINISTERIO DA EDUCACAO 2 ATIVO PERMANENTE Não informada Não informada REGIME JURIDICO UNICO DEDICACAO EXCLUSIVA 01/03/2013 NaN 29/12/2008 94 03/10/2006 NaN LEI PORTARIA GO
16 1000021 MARIA AUREA DOS SANTOS RIBEIRO ***.745.709-** 011**** TECNICO DE LABORATORIO AREA D NaN 413 NaN NaN NaN NaN NaN NaN NaN 2.624100e+13 BL - DEPARTAMENTO DE GENETICA 26241 UNIVERSIDADE FEDERAL DO PARANA 15000 MINISTERIO DA EDUCACAO 2.624100e+13 BL - DEPARTAMENTO DE GENETICA 26241 UNIVERSIDADE FEDERAL DO PARANA 15000 MINISTERIO DA EDUCACAO 2 ATIVO PERMANENTE Não informada Não informada REGIME JURIDICO UNICO 40 HORAS SEMANAIS 01/03/2005 NaN 29/11/1995 6126 29/11/1995 NaN PORTARIA PORTARIA PR
17 1000023 VALMI SILVA NASCIMENTO ***.979.191-** 000**** NaN NaN NaN NaN NaN FGR 0001 FUNCAO GRATIFICADA LEI 8.216/91 0094 FUNCAO GRATIFICADA NaN NaN NaN 17000 MINISTERIO DA FAZENDA 17000 MINISTERIO DA FAZENDA NaN NaN 17000 MINISTERIO DA FAZENDA 17000 MINISTERIO DA FAZENDA 1 ATIVO PERMANENTE Não informada Não informada REGIME JURIDICO UNICO 40 HORAS SEMANAIS 02/03/2007 NaN 10/03/1981 SN 30/05/1983 NaN PORTARIA PORTARIA DF
18 1000023 VALMI SILVA NASCIMENTO ***.979.191-** 000**** AGENTE DE PORTARIA S NaN III NaN NaN NaN NaN NaN NaN NaN NaN NaN 17000 MINISTERIO DA FAZENDA 17000 MINISTERIO DA FAZENDA NaN NaN 17000 MINISTERIO DA FAZENDA 17000 MINISTERIO DA FAZENDA 2 ATIVO PERMANENTE Não informada Não informada REGIME JURIDICO UNICO 40 HORAS SEMANAIS 01/07/2006 NaN 10/03/1981 SN 30/05/1983 NaN PORTARIA PORTARIA NaN
19 1000029 FERNANDO MORAIS RODRIGUES ***.824.921-** 025**** NaN NaN NaN NaN NaN FUC 0001 FUNCAO COMISSIONADA DE COORD. CURSO 2038 COORDENADOR NaN 2.642400e+13 PSO-DIREÇÃO GERAL 26424 INSTITUTO FEDERAL DO TOCANTINS 15000 MINISTERIO DA EDUCACAO 2.642400e+13 PSO-DG-GE-CCURSO-COORD.CURSO SUP.TEC.ALI 26424 INSTITUTO FEDERAL DO TOCANTINS 15000 MINISTERIO DA EDUCACAO 1 ATIVO PERMANENTE Não informada Não informada REGIME JURIDICO UNICO DEDICACAO EXCLUSIVA 05/02/2017 NaN 29/12/2008 301 10/10/2007 NaN LEI INSTRUCAO NORMATIVA TO
20 1000029 FERNANDO MORAIS RODRIGUES ***.824.921-** 025**** PROFESSOR ENS BASICO TECN TECNOLOGICO D NaN NaN 304.0 NaN NaN NaN NaN NaN NaN 2.642400e+13 PSO-DIREÇÃO GERAL 26424 INSTITUTO FEDERAL DO TOCANTINS 15000 MINISTERIO DA EDUCACAO 2.642400e+13 PSO-DG-GE-CCURSO-COORD.CURSO SUP.TEC.ALI 26424 INSTITUTO FEDERAL DO TOCANTINS 15000 MINISTERIO DA EDUCACAO 2 ATIVO PERMANENTE Não informada Não informada REGIME JURIDICO UNICO DEDICACAO EXCLUSIVA 01/03/2013 NaN 29/12/2008 301 10/10/2007 NaN LEI INSTRUCAO NORMATIVA NaN
21 1000030 LEILA MARIA DOS SANTOS ALVES ***.576.157-** 005**** AUXILIAR DE ENFERMAGEM S NaN III NaN NaN NaN NaN NaN NaN NaN 2.500000e+13 SUS/MUNICIPAL - RJ 25000 MINISTERIO DA SAUDE 25000 MINISTERIO DA SAUDE NaN NaN 99991 ESTADOS / MUNICIPIOS / EMPRESAS 99991 ESTADOS / MUNICIPIOS / EMPRESAS 2 CEDIDO SUS/LEI 8270 Não informada Não informada REGIME JURIDICO UNICO 40 HORAS SEMANAIS 01/03/2006 NaN 01/06/1984 RJAP-4040 01/06/1984 NaN PORTARIA PORTARIA NaN
22 1000031 ROGERIO ANTONIO DA SILVA MATOS ***.299.686-** 014**** ANALISTA DE PESQUISA ENERGETICA A NaN NaN 10.0 NaN NaN NaN NaN NaN NaN 3.231400e+13 SUPERINT.DE ESTUDOS ECONOM.E ENERGETICOS 32314 EMPRESA DE PESQUISA ENERGETICA 32000 MINISTERIO DE MINAS E ENERGIA NaN NaN 32314 EMPRESA DE PESQUISA ENERGETICA 32000 MINISTERIO DE MINAS E ENERGIA 2 CELETISTA/EMPREGADO Não informada Não informada CONSOLIDACAO DAS LEIS DO TRABALHO 40 HORAS SEMANAIS 16/05/2007 NaN 16/05/2007 NaN Não informada NaN CONTRATO NaN RJ
23 1000032 EDMILSON ALVES DA SILVA ***.397.336-** 004**** AGENTE DE SAUDE PUBLICA S NaN III NaN NaN NaN NaN NaN NaN NaN 2.500000e+13 SUS/MUNICIPAL - MG 25000 MINISTERIO DA SAUDE 25000 MINISTERIO DA SAUDE NaN NaN 99991 ESTADOS / MUNICIPIOS / EMPRESAS 99991 ESTADOS / MUNICIPIOS / EMPRESAS 2 CEDIDO SUS/LEI 8270 Não informada Não informada REGIME JURIDICO UNICO 40 HORAS SEMANAIS 01/03/2006 NaN 29/06/2010 SN 01/08/1983 NaN PORTARIA CONTRATO NaN
24 1000033 MARISE SILVA SIQUEIRA ***.138.771-** 015**** NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 55000 MINISTERIO DESENVOLV. SOCIAL E AGRÁRIO 55000 MINISTERIO DESENVOLV. SOCIAL E AGRÁRIO 5.900000e+13 COORD-GERAL AUD TRANSP, PORT E AVI CIV 59000 MINISTERIO DA TRANSP. FISCAL. E CGU 59000 MINISTERIO DA TRANSP. FISCAL. E CGU 3 REQUISITADO Não informada Não informada REGIME JURIDICO UNICO 40 HORAS SEMANAIS NaN NaN 30/11/2012 26 07/08/2007 NaN PORTARIA PORTARIA DF
25 1000033 MARISE SILVA SIQUEIRA ***.138.771-** 015**** TECNICO EM COMUNICACAO SOCIAL B NaN V NaN NaN NaN NaN NaN NaN NaN 5.500000e+13 ASSESSORIA DE COMUNICACAO SOCIAL 55000 MINISTERIO DESENVOLV. SOCIAL E AGRÁRIO 55000 MINISTERIO DESENVOLV. SOCIAL E AGRÁRIO 5.900000e+13 COORD-GERAL AUD TRANSP, PORT E AVI CIV 59000 MINISTERIO DA TRANSP. FISCAL. E CGU 59000 MINISTERIO DA TRANSP. FISCAL. E CGU 2 CEDIDO Não informada Não informada REGIME JURIDICO UNICO 40 HORAS SEMANAIS 10/09/2007 NaN 07/08/2007 26 07/08/2007 NaN PORTARIA PORTARIA NaN
26 1000034 GILSON FLORINDO DOS SANTOS ***.934.353-** 015**** NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 52201 AGENCIA NACIONAL DE AVIACAO CIVIL 20101 PRESIDENCIA DA REPUBLICA 4.010600e+13 PU NO ESTADO DO PIAUI 40106 ADVOCACIA-GERAL DA UNIAO 20101 PRESIDENCIA DA REPUBLICA 3 REQUISITADO Não informada Não informada REGIME JURIDICO UNICO 40 HORAS SEMANAIS NaN NaN 18/08/2011 900 20/08/2007 NaN PORTARIA PORTARIA PI
27 1000034 GILSON FLORINDO DOS SANTOS ***.934.353-** 015**** ANALISTA ADMINISTRATIVO B NaN V NaN NaN NaN NaN NaN NaN NaN 5.220100e+13 SERVIDORES CEDIDOS 52201 AGENCIA NACIONAL DE AVIACAO CIVIL 20101 PRESIDENCIA DA REPUBLICA 4.010600e+13 PU NO ESTADO DO PIAUI 40106 ADVOCACIA-GERAL DA UNIAO 20101 PRESIDENCIA DA REPUBLICA 2 CEDIDO Não informada Não informada REGIME JURIDICO UNICO 40 HORAS SEMANAIS 21/09/2007 NaN 20/08/2007 900 20/08/2007 NaN PORTARIA PORTARIA NaN
28 1000040 FERNANDA MACHADO FERREIRA ***.865.526-** 017**** ASSISTENTE EM ADMINISTRACAO D NaN 305 NaN NaN NaN NaN NaN NaN NaN 2.623500e+13 COORDENAÇÃO DE ADM E FINANÇAS - CATALAO 26235 UNIVERSIDADE FEDERAL DE GOIAS 15000 MINISTERIO DA EDUCACAO 2.623500e+13 COORDENAÇÃO DE ADM E FINANÇAS - CATALAO 26235 UNIVERSIDADE FEDERAL DE GOIAS 15000 MINISTERIO DA EDUCACAO 2 ATIVO PERMANENTE Não informada Não informada REGIME JURIDICO UNICO 40 HORAS SEMANAIS 18/03/2010 NaN 27/02/2010 812 27/02/2010 NaN PORTARIA PORTARIA NaN
29 1000041 MAYSA DO VALE OLIVEIRA ***.274.536-** 022**** PROFESSOR DO MAGISTERIO SUPERIOR 4 NaN NaN 601.0 NaN NaN NaN NaN NaN NaN 2.623400e+13 CEUNES DEPTO CIENC DA SAUDE 26234 UNIVERSIDADE FEDERAL DO ESPIRITO SANTO 15000 MINISTERIO DA EDUCACAO 2.623400e+13 CEUNES DEPTO CIENC DA SAUDE 26234 UNIVERSIDADE FEDERAL DO ESPIRITO SANTO 15000 MINISTERIO DA EDUCACAO 2 ATIVO PERMANENTE Não informada Não informada REGIME JURIDICO UNICO DEDICACAO EXCLUSIVA 01/12/2015 NaN 13/11/2015 019254-15 06/11/2015 NaN PORTARIA PROCESSO ES
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808170 2341173 TAIRONE CONCEICAO DIAS ***.890.265-** 023**** PROFESSOR MAGISTERIO SUPERIOR-SUBSTITUTO 4 NaN NaN 401.0 NaN NaN NaN NaN NaN NaN 2.635100e+13 CENTRO DE CIENCIAS EXATAS E TECNOLOGICAS 26351 UNIV. FEDERAL DO RECONCAVO DA BAHIA 15000 MINISTERIO DA EDUCACAO 2.635100e+13 CENTRO DE CIENCIAS EXATAS E TECNOLOGICAS 26351 UNIV. FEDERAL DO RECONCAVO DA BAHIA 15000 MINISTERIO DA EDUCACAO 2 CONT.PROF.SUBSTITUTO Não informada Não informada CONTRATO TEMPORARIO 40 HORAS SEMANAIS 15/05/2017 NaN 31/05/2017 15 31/05/2017 NaN CONTRATO CONTRATO BA
808171 2341174 LENNON MEIRELLES NASCIMENTO ***.941.425-** 023**** NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 25000 MINISTERIO DA SAUDE 25000 MINISTERIO DA SAUDE 2.500000e+13 SEC DE GESTAO DO TRAB E DA EDUC NA SAUDE 25000 MINISTERIO DA SAUDE 25000 MINISTERIO DA SAUDE 3 SEM VINCULO Não informada Não informada MEDICO - PROGRAMA MAIS MEDICO 40 HORAS SEMANAIS NaN NaN 01/06/2017 SN 01/06/2017 NaN CONTRATO CONTRATO DF
808172 2341175 FANNY NASCIMENTO COSTA ***.125.677-** 016**** PROFESSOR MAGISTERIO SUPERIOR -VISITANTE 4 NaN NaN 601.0 NaN NaN NaN NaN NaN NaN 2.635200e+13 CENTRO CIENCIAS NATURAIS E HUMANAS 26352 FUNDACAO UNIVERSIDADE FEDERAL DO ABC 15000 MINISTERIO DA EDUCACAO 2.635200e+13 CENTRO CIENCIAS NATURAIS E HUMANAS 26352 FUNDACAO UNIVERSIDADE FEDERAL DO ABC 15000 MINISTERIO DA EDUCACAO 2 CONTR.PROF.VISITANTE Não informada Não informada CONTRATO TEMPORARIO DEDICACAO EXCLUSIVA 08/05/2017 NaN 03/05/2017 307 03/05/2017 NaN PORTARIA PORTARIA SP
808173 2341177 DIEGO GEORGE SOUSA E SILVA ***.443.973-** 023**** FISIOTERAPEUTA - 30H S NaN NaN 201.0 NaN NaN NaN NaN NaN NaN 2.644300e+13 HOSPITAL UNIVERSITARIO DA UFPI 26443 EMPRESA BRAS. DE SERVICOS HOSPITALARES 15000 MINISTERIO DA EDUCACAO NaN NaN 26443 EMPRESA BRAS. DE SERVICOS HOSPITALARES 15000 MINISTERIO DA EDUCACAO 2 CELETISTA/EMPREGADO Não informada Não informada CONSOLIDACAO DAS LEIS DO TRABALHO 30 HORAS SEMANAIS 10/04/2017 NaN 10/04/2017 SN 10/04/2017 NaN CONTRATO CONTRATO PI
808174 2341179 SIMONE FRYE PEIXOTO ***.884.664-** 013**** PROF ENS BAS TEC TECNOLOGICO-SUBSTITUTO D NaN NaN 101.0 NaN NaN NaN NaN NaN NaN 2.641800e+13 DIRETORIA DE ENSINO/CAMPUS RECIFE 26418 INSTITUTO FEDERAL DE PERNAMBUCO 15000 MINISTERIO DA EDUCACAO 2.641800e+13 DIRETORIA DE ENSINO/CAMPUS RECIFE 26418 INSTITUTO FEDERAL DE PERNAMBUCO 15000 MINISTERIO DA EDUCACAO 2 CONT.PROF.SUBSTITUTO Não informada Não informada CONTRATO TEMPORARIO 40 HORAS SEMANAIS 08/06/2017 NaN 30/06/2017 737 30/06/2017 NaN CONTRATO CONTRATO PE
808175 2341180 ERICA RIVAS GATTO ***.082.547-** 023**** PROFESSOR ENS BASICO TECN TECNOLOGICO D NaN NaN 101.0 NaN NaN NaN NaN NaN NaN 2.620100e+13 CT1-CAMPUS TIJUCA 26201 COLEGIO PEDRO II 15000 MINISTERIO DA EDUCACAO 2.620100e+13 CT1-CAMPUS TIJUCA 26201 COLEGIO PEDRO II 15000 MINISTERIO DA EDUCACAO 2 ATIVO PERMANENTE Não informada Não informada REGIME JURIDICO UNICO DEDICACAO EXCLUSIVA 16/05/2017 NaN 03/05/2017 1195 03/05/2017 NaN PORTARIA PORTARIA RJ
808176 2341181 RAIMUNDO ILSON CRUZ ***.358.723-** 023**** NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 25000 MINISTERIO DA SAUDE 25000 MINISTERIO DA SAUDE 2.500000e+13 SEC DE GESTAO DO TRAB E DA EDUC NA SAUDE 25000 MINISTERIO DA SAUDE 25000 MINISTERIO DA SAUDE 3 SEM VINCULO Não informada Não informada MEDICO - PROGRAMA MAIS MEDICO 40 HORAS SEMANAIS NaN NaN 01/04/2017 SN 01/04/2017 NaN CONTRATO CONTRATO DF
808177 2341183 DANILA DA SILVA NASCIMENTO GOMES ***.578.143-** 028**** PROFESSOR MAGISTERIO SUPERIOR-SUBSTITUTO 4 NaN NaN 401.0 NaN NaN NaN NaN NaN NaN 2.627900e+13 COORD CURSO G PEDAGOGIA/CSHNB 26279 UNIVERSIDADE FEDERAL DO PIAUI 15000 MINISTERIO DA EDUCACAO 2.627900e+13 COORD CURSO G PEDAGOGIA/CSHNB 26279 UNIVERSIDADE FEDERAL DO PIAUI 15000 MINISTERIO DA EDUCACAO 2 CONT.PROF.SUBSTITUTO Não informada Não informada CONTRATO TEMPORARIO 40 HORAS SEMANAIS 18/04/2017 NaN 06/04/2017 358 06/04/2017 NaN PORTARIA PORTARIA PI
808178 2341185 JOAO VICTOR DE CASTRO ALVES FRANCA ***.008.763-** 023**** CONTRATADO LEI 8745-93 - NI A NaN NaN 1.0 NaN NaN NaN NaN NaN NaN 4.520500e+13 UNIDADE ESTADUAL DO IBGE NO CEARA 45205 FUND. INST. BRASIL. GEOG. E ESTATISTICA 20113 MINISTERIO DO PLANEJ. DESENV. E GESTAO 4.520500e+13 UNIDADE ESTADUAL DO IBGE NO CEARA 45205 FUND. INST. BRASIL. GEOG. E ESTATISTICA 20113 MINISTERIO DO PLANEJ. DESENV. E GESTAO 2 CONTRATO TEMPORARIO Não informada Não informada CONTRATO TEMPORARIO 40 HORAS SEMANAIS 05/06/2017 NaN 05/06/2017 1 05/06/2017 NaN CONTRATO CONTRATO CE
808179 2341189 WOLLNER MATERKO ***.912.287-** 023**** PROFESSOR DO MAGISTERIO SUPERIOR 4 NaN NaN 401.0 NaN NaN NaN NaN NaN NaN 2.628600e+13 LABORATÓRIO DE ENFERMAGEM 26286 FUNDACAO UNVERSIDADE FEDERAL DO AMAPA 15000 MINISTERIO DA EDUCACAO 2.628600e+13 LABORATÓRIO DE ENFERMAGEM 26286 FUNDACAO UNVERSIDADE FEDERAL DO AMAPA 15000 MINISTERIO DA EDUCACAO 2 ATIVO PERMANENTE Não informada Não informada REGIME JURIDICO UNICO DEDICACAO EXCLUSIVA 12/04/2017 NaN 20/03/2017 564 20/03/2017 NaN PORTARIA PORTARIA AP
808180 2341192 JESSICA SILVA DE SOUZA ***.948.217-** 023**** NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 70000 COMANDO DA MARINHA 40105 MINISTERIO DA DEFESA 7.000000e+13 residencia ap hnmd 70000 COMANDO DA MARINHA 40105 MINISTERIO DA DEFESA 3 SEM VINCULO Não informada Não informada MEDICO RESIDENTE 60 HORAS SEMANAIS NaN NaN 11/04/2017 270 11/04/2017 NaN ORDEM DE SERVICO ORDEM DE SERVICO RJ
808181 2341193 FRANCISCO JOSE ALVES BARROS FIRMINO ***.277.082-** 023**** TEC DE TECNOLOGIA DA INFORMACAO D NaN 101 NaN NaN NaN NaN NaN NaN NaN 2.625300e+13 UFRA PARAUAPEBAS 26253 UNIVERSIDADE FEDERAL RURAL DA AMAZONIA 15000 MINISTERIO DA EDUCACAO 2.625300e+13 UFRA PARAUAPEBAS 26253 UNIVERSIDADE FEDERAL RURAL DA AMAZONIA 15000 MINISTERIO DA EDUCACAO 2 ATIVO PERMANENTE Não informada Não informada REGIME JURIDICO UNICO 40 HORAS SEMANAIS 02/05/2017 NaN 06/04/2017 940 06/04/2017 NaN PORTARIA PORTARIA PA
808182 2341195 ROSANGILA DOMINGOS GUALBERTO ***.253.821-** 023**** PROF ENS BAS TEC TECNOLOGICO-SUBSTITUTO D NaN NaN 101.0 NaN NaN NaN NaN NaN NaN 2.642400e+13 ARN-DIREÇÃO GERAL 26424 INSTITUTO FEDERAL DO TOCANTINS 15000 MINISTERIO DA EDUCACAO 2.642400e+13 ARN-GE-C.CURSO TEC.INF.INT AO ENS.MEDIO 26424 INSTITUTO FEDERAL DO TOCANTINS 15000 MINISTERIO DA EDUCACAO 2 CONT.PROF.SUBSTITUTO Não informada Não informada CONTRATO TEMPORARIO 40 HORAS SEMANAIS 24/05/2017 NaN 31/05/2017 6 31/05/2017 NaN CONTRATO CONTRATO TO
808183 2341199 FRANCISCO CILDOMAR DA SILVA CORREIA ***.382.202-** 023**** PROFESSOR MAGISTERIO SUPERIOR-SUBSTITUTO 4 NaN NaN 501.0 NaN NaN NaN NaN NaN NaN 2.627500e+13 CENTRO DE CIENCIAS BIOL. E DA NATUREZA 26275 UNIVERSIDADE FEDERAL DO ACRE 15000 MINISTERIO DA EDUCACAO 2.627500e+13 CENTRO DE CIENCIAS BIOL. E DA NATUREZA 26275 UNIVERSIDADE FEDERAL DO ACRE 15000 MINISTERIO DA EDUCACAO 2 CONT.PROF.SUBSTITUTO Não informada Não informada CONTRATO TEMPORARIO 40 HORAS SEMANAIS 02/06/2017 NaN 29/05/2017 25/2017 29/05/2017 NaN CONTRATO CONTRATO AC
808184 2341200 JOAO CAVALCANTE GUANACOMA ***.641.812-** 023**** NaN NaN NaN NaN NaN DAS 1014 DIRECAO E ASSESSORAMENTO SUPERIOR 33 COORDENADOR Não NaN NaN 25000 MINISTERIO DA SAUDE 25000 MINISTERIO DA SAUDE 2.500000e+13 DIST SAN ESP INDIGENA-PORTO VELHO (UORG) 25000 MINISTERIO DA SAUDE 25000 MINISTERIO DA SAUDE 1 NOMEADO CARGO COMIS. Não informada Não informada REGIME JURIDICO UNICO 40 HORAS SEMANAIS 28/04/2017 NaN 27/04/2017 1066 27/04/2017 NaN PORTARIA PORTARIA RO
808185 2341203 DEUSNETE SOUZA DA SILVA ***.865.751-** 023**** PROF ENS BAS TEC TECNOLOGICO-SUBSTITUTO D NaN NaN 101.0 NaN NaN NaN NaN NaN NaN 2.641400e+13 DIRETORIA DE ENSINO/CAMPUS CUIABA 26414 INSTITUTO FEDERAL DE MATO GROSSO 15000 MINISTERIO DA EDUCACAO 2.641400e+13 DIRETORIA DE ENSINO/CAMPUS CUIABA 26414 INSTITUTO FEDERAL DE MATO GROSSO 15000 MINISTERIO DA EDUCACAO 2 CONT.PROF.SUBSTITUTO Não informada Não informada CONTRATO TEMPORARIO 40 HORAS SEMANAIS 12/04/2017 NaN 31/05/2017 68 31/05/2017 NaN CONTRATO CONTRATO MT
808186 2341205 APARECIDO ELIAS FERNANDES ***.696.511-** 023**** AUXILIAR DE ARTIFICE S NaN III NaN NaN NaN NaN NaN NaN NaN 4.080300e+13 SEPLAD/RO EM PORTO VELHO 40803 GOVERNO DO EX-TERRITORIO DE RONDONIA 20113 MINISTERIO DO PLANEJ. DESENV. E GESTAO 4.080300e+13 SEPLAD/RO EM PORTO VELHO 40803 GOVERNO DO EX-TERRITORIO DE RONDONIA 20113 MINISTERIO DO PLANEJ. DESENV. E GESTAO 2 ATIVO PERMANENTE Não informada Não informada REGIME JURIDICO UNICO 40 HORAS SEMANAIS 05/05/2017 NaN 05/05/2017 NI 01/01/1984 NaN PORTARIA CONTRATO RO
808187 2341206 OTTO ROBERT LESSING ***.065.720-** 023**** PROF ENS BAS TEC TECNOLOGICO-SUBSTITUTO D NaN NaN 101.0 NaN NaN NaN NaN NaN NaN 2.643200e+13 CAMPUS UNIAO DA VITORIA 26432 INSTITUTO FEDERAL DO PARANA 15000 MINISTERIO DA EDUCACAO 2.643200e+13 CAMPUS UNIAO DA VITORIA 26432 INSTITUTO FEDERAL DO PARANA 15000 MINISTERIO DA EDUCACAO 2 CONT.PROF.SUBSTITUTO Não informada Não informada CONTRATO TEMPORARIO 40 HORAS SEMANAIS 19/04/2017 NaN 18/04/2017 791 18/04/2017 NaN PORTARIA PORTARIA PR
808188 2341209 TAMILLYS CAMILO PONTE ***.826.913-** 023**** CONTRATADO LEI 8745-93 - NI A NaN NaN 1.0 NaN NaN NaN NaN NaN NaN 4.520500e+13 AGENCIA DO IBGE EM SOBRAL/CE 45205 FUND. INST. BRASIL. GEOG. E ESTATISTICA 20113 MINISTERIO DO PLANEJ. DESENV. E GESTAO 4.520500e+13 AGENCIA DO IBGE EM SOBRAL/CE 45205 FUND. INST. BRASIL. GEOG. E ESTATISTICA 20113 MINISTERIO DO PLANEJ. DESENV. E GESTAO 2 CONTRATO TEMPORARIO Não informada Não informada CONTRATO TEMPORARIO 40 HORAS SEMANAIS 02/05/2017 NaN 02/05/2017 1 02/05/2017 NaN CONTRATO CONTRATO CE
808189 2341211 RAIMUNDO RUBENS LIMA DO CARMO ***.992.202-** 023**** TECNICO EM CONTABILIDADE D NaN 101 NaN NaN NaN NaN NaN NaN NaN 2.625300e+13 ufra tome açu 26253 UNIVERSIDADE FEDERAL RURAL DA AMAZONIA 15000 MINISTERIO DA EDUCACAO 2.625300e+13 ufra tome açu 26253 UNIVERSIDADE FEDERAL RURAL DA AMAZONIA 15000 MINISTERIO DA EDUCACAO 2 ATIVO PERMANENTE Não informada Não informada REGIME JURIDICO UNICO 40 HORAS SEMANAIS 17/05/2017 NaN 06/04/2017 943/2017 06/04/2017 NaN PORTARIA PORTARIA PA
808190 2341212 ARANNAHN LUIS RODRIGUES DA SILVA ***.301.534-** 023**** NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 25000 MINISTERIO DA SAUDE 25000 MINISTERIO DA SAUDE 2.500000e+13 SEC DE GESTAO DO TRAB E DA EDUC NA SAUDE 25000 MINISTERIO DA SAUDE 25000 MINISTERIO DA SAUDE 3 SEM VINCULO Não informada Não informada MEDICO - PROGRAMA MAIS MEDICO 40 HORAS SEMANAIS NaN NaN 01/04/2017 S/N 01/04/2017 NaN CONTRATO CONTRATO DF
808191 2341213 MARIA LUIZA RIBEIRO DA COSTA SERAFIM ***.693.867-** 013**** NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 25000 MINISTERIO DA SAUDE 25000 MINISTERIO DA SAUDE 2.500000e+13 UNIDADE PAGADORA/RJ 25000 MINISTERIO DA SAUDE 25000 MINISTERIO DA SAUDE 3 SEM VINCULO Não informada Não informada MEDICO RESIDENTE 60 HORAS SEMANAIS NaN NaN 30/03/2017 PRORESIDE 30/03/2017 NaN OUTROS OUTROS RJ
808192 2341214 PATRICIA DO AMARAL ROCHA ***.886.327-** 023**** NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 99991 ESTADOS / MUNICIPIOS / EMPRESAS 99991 ESTADOS / MUNICIPIOS / EMPRESAS 2.500000e+13 SERVICO DE ENFERMAGEM 25000 MINISTERIO DA SAUDE 25000 MINISTERIO DA SAUDE 3 REQ.DE OUTROS ORGAOS Não informada Não informada REGIME JURIDICO UNICO 32,5 HORAS SEMANAIS NaN NaN 04/03/1991 NaN Não informada NaN OFICIO NaN RJ
808193 2341215 PEDRO HENRIQUE GONCALVES FERREIRA ***.954.931-** 023**** ASSISTENTE EM ADMINISTRACAO D NaN 101 NaN NaN NaN NaN NaN NaN NaN 2.623500e+13 FACULDADE DE MEDICINA 26235 UNIVERSIDADE FEDERAL DE GOIAS 15000 MINISTERIO DA EDUCACAO 2.623500e+13 FACULDADE DE MEDICINA 26235 UNIVERSIDADE FEDERAL DE GOIAS 15000 MINISTERIO DA EDUCACAO 2 ATIVO PERMANENTE Não informada Não informada REGIME JURIDICO UNICO 40 HORAS SEMANAIS 27/04/2017 NaN 30/03/2017 1673 30/03/2017 NaN PORTARIA PORTARIA GO
808194 2341216 LEANDRO DE BARROS ***.754.348-** 011**** NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 44207 INSTITUTO CHICO MENDES CONSERV.BIODIVER. 40111 MINISTERIO DO MEIO AMBIENTE 4.420700e+13 ESTACAO ECOLOGICA MICO-LEAO-PRETO 44207 INSTITUTO CHICO MENDES CONSERV.BIODIVER. 40111 MINISTERIO DO MEIO AMBIENTE 3 CONTRATO TEMPORARIO Não informada Não informada CONTRATO TEMPORARIO 40 HORAS SEMANAIS NaN NaN 01/06/2017 3339 01/06/2017 NaN CONTRATO CONTRATO SP
808195 2341217 JARDEL MASCIOCCHI SILVA REZENDE ***.776.361-** 013**** TEC INFOR GEOGRAFICAS E ESTATISTICA A NaN I NaN NaN NaN NaN NaN NaN NaN 4.520500e+13 AGENCIA DO IBGE EM GOIANIA II/GO 45205 FUND. INST. BRASIL. GEOG. E ESTATISTICA 20113 MINISTERIO DO PLANEJ. DESENV. E GESTAO 4.520500e+13 AGENCIA DO IBGE EM GOIANIA II/GO 45205 FUND. INST. BRASIL. GEOG. E ESTATISTICA 20113 MINISTERIO DO PLANEJ. DESENV. E GESTAO 2 ATIVO PERMANENTE Não informada Não informada REGIME JURIDICO UNICO 40 HORAS SEMANAIS 01/06/2017 NaN 24/05/2017 293 24/05/2017 NaN PORTARIA PORTARIA GO
808196 2341220 GRAZIELA GONCALVES DE SOUZA ***.794.612-** 023**** PROFESSOR - NM - EX TERRIT D NaN NaN 404.0 NaN NaN NaN NaN NaN NaN 4.080300e+13 SEPLAD/RO EM PORTO VELHO 40803 GOVERNO DO EX-TERRITORIO DE RONDONIA 20113 MINISTERIO DO PLANEJ. DESENV. E GESTAO 4.080300e+13 SEPLAD/RO EM PORTO VELHO 40803 GOVERNO DO EX-TERRITORIO DE RONDONIA 20113 MINISTERIO DO PLANEJ. DESENV. E GESTAO 2 ATIVO PERMANENTE Não informada Não informada REGIME JURIDICO UNICO 40 HORAS SEMANAIS 17/03/2017 NaN 17/03/2017 NI 01/02/1984 NaN PORTARIA CONTRATO RO
808197 2341224 ALANA TIEPPO GHINZELLI ***.389.520-** 024**** NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 25000 MINISTERIO DA SAUDE 25000 MINISTERIO DA SAUDE 2.500000e+13 SEC DE GESTAO DO TRAB E DA EDUC NA SAUDE 25000 MINISTERIO DA SAUDE 25000 MINISTERIO DA SAUDE 3 SEM VINCULO Não informada Não informada MEDICO - PROGRAMA MAIS MEDICO 40 HORAS SEMANAIS NaN NaN 01/06/2017 S/N 01/06/2017 NaN CONTRATO CONTRATO DF
808198 2341226 KALEBE DE MOURA GALO ***.088.726-** 023**** NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 25000 MINISTERIO DA SAUDE 25000 MINISTERIO DA SAUDE 2.500000e+13 SEC DE GESTAO DO TRAB E DA EDUC NA SAUDE 25000 MINISTERIO DA SAUDE 25000 MINISTERIO DA SAUDE 3 SEM VINCULO Não informada Não informada MEDICO - PROGRAMA MAIS MEDICO 40 HORAS SEMANAIS NaN NaN 01/06/2017 SN 01/06/2017 NaN CONTRATO CONTRATO DF
808199 2341228 MARCOS AURELIO CARMINO DA SILVA ***.157.991-** 029**** NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 44207 INSTITUTO CHICO MENDES CONSERV.BIODIVER. 40111 MINISTERIO DO MEIO AMBIENTE 4.420700e+13 PARQUE NACIONAL DO ARAGUAIA 44207 INSTITUTO CHICO MENDES CONSERV.BIODIVER. 40111 MINISTERIO DO MEIO AMBIENTE 3 CONTRATO TEMPORARIO Não informada Não informada CONTRATO TEMPORARIO 40 HORAS SEMANAIS NaN NaN 01/06/2017 3594 01/06/2017 NaN CONTRATO CONTRATO TO

808200 rows × 42 columns

PD.READ_EXCEL()

In [60]:
'http://transparencia.pb.gov.br/compras/licitacoes'
colunas = ['Nº PROCESSO', 'MODALIDADE',
           'DATA  ABERTURA', 'DATA  LICITAÇÃO', 'Nº PARTIC.', 'ÓRGÃO','OBJETO', 'SITUAÇÃO']
df_licitacoes = pd.read_excel('licitacoes.xlsx')
df_licitacoes.info()
df_licitacoes
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 27 entries, 0 to 26
Data columns (total 13 columns):
Unnamed: 0     22 non-null object
Unnamed: 1     0 non-null float64
Unnamed: 2     0 non-null float64
Unnamed: 3     1 non-null object
Unnamed: 4     22 non-null object
Unnamed: 5     21 non-null object
Unnamed: 6     3 non-null object
Unnamed: 7     5 non-null object
Unnamed: 8     21 non-null object
Unnamed: 9     0 non-null float64
Unnamed: 10    21 non-null object
Unnamed: 11    1 non-null datetime64[ns]
Unnamed: 12    21 non-null object
dtypes: datetime64[ns](1), float64(3), object(9)
memory usage: 2.8+ KB
Out[60]:
Unnamed: 0 Unnamed: 1 Unnamed: 2 Unnamed: 3 Unnamed: 4 Unnamed: 5 Unnamed: 6 Unnamed: 7 Unnamed: 8 Unnamed: 9 Unnamed: 10 Unnamed: 11 Unnamed: 12
0 NaN NaN NaN Licitações NaN NaN NaN NaN NaN NaN NaN 2017-07-24 14:16:54.597 NaN
1 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaT NaN
2 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaT NaN
3 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaT NaN
4 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaT NaN
5 Nº PROCESSO NaN NaN NaN MODALIDADE DATA ABERTURA DATA LICITAÇÃO Nº PARTIC. ÓRGÃO NaN OBJETO NaT SITUAÇÃO
6 31.206.024483.2017 NaN NaN NaN DISPENSA DE LICITAÇÃO 2017-01-03 00:00:00 NaN NaN SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA NaN SERVIÇO DE ENGENHARIA NaT EM ANDAMENTO
7 31.206.036360.2017 NaN NaN NaN DISPENSA DE LICITAÇÃO 2017-01-03 00:00:00 NaN NaN SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA NaN SERVIÇO DE ENGENHARIA NaT EM ANDAMENTO
8 22.000.027276.2017 NaN NaN NaN PREGÃO PRESENCIAL 2017-01-04 00:00:00 NaN NaN SECRETARIA DE ESTADO DA EDUCAÇÃO NaN GÊNEROS ALIMENTÍCIOS NaT PROCESSO CANCELADO
9 25.234.000001.2017 NaN NaN NaN PREGÃO PRESENCIAL 2017-01-04 00:00:00 2017-07-24 00:00:00 NaN LACEN - LABORATORIO CENTRAL DE SAÚDE PÚBLICA NaN MATERIAL DE LABORATORIO NaT EM ANDAMENTO
10 31.201.004772.2017 NaN NaN NaN DISPENSA DE LICITAÇÃO 2017-01-04 00:00:00 NaN NaN SEIE/DEPARTAMENTO DE ESTRADAS DE RODAGEM NaN SERVIÇO DE CONSERVAÇÃO, HIGIENIZAÇÃO, LIMPEZA E MÃO DE OBRA ESPECIALIZADA. NaT PROCESSO CANCELADO
11 31.201.477216.2017 NaN NaN NaN DISPENSA DE LICITAÇÃO 2017-01-04 00:00:00 NaN NaN SEIE/DEPARTAMENTO DE ESTRADAS DE RODAGEM NaN SERVIÇO DE CONSERVAÇÃO, HIGIENIZAÇÃO, LIMPEZA E MÃO DE OBRA ESPECIALIZADA. NaT PROCESSO CANCELADO
12 31.206.008850.2017 NaN NaN NaN DISPENSA DE LICITAÇÃO 2017-01-04 00:00:00 NaN NaN SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA NaN MATERIAL DE CONSUMO NaT EM ANDAMENTO
13 33.201.000005.2017 NaN NaN NaN COMPRA DIRETA 2017-01-04 00:00:00 NaN NaN SEC/FUNDAÇÃO ESPAÇO CULTURAL DA PARAÍBA NaN MATERIAL DE CONSUMO NaT EM ANDAMENTO
14 22.000.272766.2017 NaN NaN NaN PREGÃO PRESENCIAL 2017-01-05 00:00:00 2017-05-25 00:00:00 298 SECRETARIA DE ESTADO DA EDUCAÇÃO NaN GÊNEROS ALIMENTÍCIOS NaT EM ANDAMENTO
15 31.201.000029.2017 NaN NaN NaN DISPENSA DE LICITAÇÃO 2017-01-05 00:00:00 NaN 1 SEIE/DEPARTAMENTO DE ESTRADAS DE RODAGEM NaN SERVIÇO DE CONSERVAÇÃO, HIGIENIZAÇÃO, LIMPEZA E MÃO DE OBRA ESPECIALIZADA. NaT PROCESSO FINALIZADO DISPENSA
16 31.206.034974.2017 NaN NaN NaN DISPENSA DE LICITAÇÃO 2017-01-05 00:00:00 NaN 1 SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA NaN MATERIAL PERMANENTE NaT PROCESSO FINALIZADO DISPENSA
17 32.901.900002.2017 NaN NaN NaN COMPRA DIRETA 2017-01-05 00:00:00 NaN NaN SEDAP/FUNDO DE DESENVOLVIMENTO AGROPECUÁRIO DO ESTADO DA PARAÍBA NaN CONT. DE EMPRESA ESPECIALIZADA EM LOCAÇÃO DE MÁQUINAS COPIADORAS NaT EM ANDAMENTO
18 31.202.002469.2017 NaN NaN NaN CONCORRÊNCIA 2017-01-06 00:00:00 NaN NaN SEIE/SUPERINTENDÊNCIA DE OBRAS DO PLANO DE DESENVOLVIMENTO DO ESTADO NaN REFORMA DA ESCOLA E CONSTRUÇÃO DO GINÁSIO PADRÃO NA E.E.E.F.M. CRISPIM COELHO - CAJAZEIRAS NaT EM ANDAMENTO
19 31.202.002554.2017 NaN NaN NaN CONCORRÊNCIA 2017-01-06 00:00:00 NaN NaN SEIE/SUPERINTENDÊNCIA DE OBRAS DO PLANO DE DESENVOLVIMENTO DO ESTADO NaN CONST. NOVO PRÉDIO EEEFM DEP. ALVARO GAUDÊNCIO DE QUEIROZ, CAMPINA GRANDE/PB NaT EM ANDAMENTO
20 31.206.031026.2017 NaN NaN NaN CONTRATAÇÃO DIRETA 2017-01-06 00:00:00 NaN NaN SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA NaN SERVIÇO DE ENGENHARIA NaT EM ANDAMENTO
21 22.208.000002.2017 NaN NaN NaN COMPRA DIRETA 2017-01-09 00:00:00 NaN 1 SEE/FUNDAÇÃO CENTRO INTEGRADO DE APOIO AO PORTADOR DE DEFICIÊNCIA NaN AQUISIÇÃO BRINQUEDOS NaT EM ANDAMENTO
22 31.202.002472.2017 NaN NaN NaN CONCORRÊNCIA 2017-01-09 00:00:00 NaN NaN SEIE/SUPERINTENDÊNCIA DE OBRAS DO PLANO DE DESENVOLVIMENTO DO ESTADO NaN REFORMA E AMPLIAÇÃO NA ESCOLA E.E.F.M. COELHO LISBOA, EM SANTA LUZIA-PB. NaT EM ANDAMENTO
23 31.202.002589.2017 NaN NaN NaN CONCORRÊNCIA 2017-01-09 00:00:00 NaN NaN SEIE/SUPERINTENDÊNCIA DE OBRAS DO PLANO DE DESENVOLVIMENTO DO ESTADO NaN CONSTRUÇÃO DE UNIDADE ESCOLAR PADRÃO COM 12 SALAS DE AULA, NA CIDADE DE PICUÍ/PB. NaT EM ANDAMENTO
24 31.203.000001.2017 NaN NaN NaN COMPRA DIRETA 2017-01-09 00:00:00 NaN NaN SEIE/COMPANHIA DOCAS DA PARAÍBA NaN CONTRATAÇÃO DE EMPRESA ESPECIALIZADA PARA REALIZAR A ATUALIZAÇÃO DO SITE NaT PROCESSO FINALIZADO DISPENSA
25 31.206.034085.2017 NaN NaN NaN DISPENSA DE LICITAÇÃO 2017-01-09 00:00:00 NaN NaN SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA NaN MATERIAL DE CONSUMO NaT EM ANDAMENTO
26 TOTAL NaN NaN NaN 20 de 2863 NaN NaN NaN NaN NaN NaN NaT NaN
In [61]:
'http://transparencia.pb.gov.br/compras/licitacoes'
colunas = ['Nº PROCESSO', 'MODALIDADE',
           'DATA  ABERTURA', 'DATA  LICITAÇÃO', 'Nº PARTIC.', 'ÓRGÃO','OBJETO', 'SITUAÇÃO']
df_licitacoes = pd.read_excel('licitacoes.xlsx',
                              header=6
                             )
df_licitacoes = df_licitacoes[colunas].dropna(subset=['ÓRGÃO'])
df_licitacoes
Out[61]:
Nº PROCESSO MODALIDADE DATA ABERTURA DATA LICITAÇÃO Nº PARTIC. ÓRGÃO OBJETO SITUAÇÃO
0 31.206.024483.2017 DISPENSA DE LICITAÇÃO 2017-01-03 NaT NaN SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA SERVIÇO DE ENGENHARIA EM ANDAMENTO
1 31.206.036360.2017 DISPENSA DE LICITAÇÃO 2017-01-03 NaT NaN SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA SERVIÇO DE ENGENHARIA EM ANDAMENTO
2 22.000.027276.2017 PREGÃO PRESENCIAL 2017-01-04 NaT NaN SECRETARIA DE ESTADO DA EDUCAÇÃO GÊNEROS ALIMENTÍCIOS PROCESSO CANCELADO
3 25.234.000001.2017 PREGÃO PRESENCIAL 2017-01-04 2017-07-24 NaN LACEN - LABORATORIO CENTRAL DE SAÚDE PÚBLICA MATERIAL DE LABORATORIO EM ANDAMENTO
4 31.201.004772.2017 DISPENSA DE LICITAÇÃO 2017-01-04 NaT NaN SEIE/DEPARTAMENTO DE ESTRADAS DE RODAGEM SERVIÇO DE CONSERVAÇÃO, HIGIENIZAÇÃO, LIMPEZA E MÃO DE OBRA ESPECIALIZADA. PROCESSO CANCELADO
5 31.201.477216.2017 DISPENSA DE LICITAÇÃO 2017-01-04 NaT NaN SEIE/DEPARTAMENTO DE ESTRADAS DE RODAGEM SERVIÇO DE CONSERVAÇÃO, HIGIENIZAÇÃO, LIMPEZA E MÃO DE OBRA ESPECIALIZADA. PROCESSO CANCELADO
6 31.206.008850.2017 DISPENSA DE LICITAÇÃO 2017-01-04 NaT NaN SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA MATERIAL DE CONSUMO EM ANDAMENTO
7 33.201.000005.2017 COMPRA DIRETA 2017-01-04 NaT NaN SEC/FUNDAÇÃO ESPAÇO CULTURAL DA PARAÍBA MATERIAL DE CONSUMO EM ANDAMENTO
8 22.000.272766.2017 PREGÃO PRESENCIAL 2017-01-05 2017-05-25 298.0 SECRETARIA DE ESTADO DA EDUCAÇÃO GÊNEROS ALIMENTÍCIOS EM ANDAMENTO
9 31.201.000029.2017 DISPENSA DE LICITAÇÃO 2017-01-05 NaT 1.0 SEIE/DEPARTAMENTO DE ESTRADAS DE RODAGEM SERVIÇO DE CONSERVAÇÃO, HIGIENIZAÇÃO, LIMPEZA E MÃO DE OBRA ESPECIALIZADA. PROCESSO FINALIZADO DISPENSA
10 31.206.034974.2017 DISPENSA DE LICITAÇÃO 2017-01-05 NaT 1.0 SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA MATERIAL PERMANENTE PROCESSO FINALIZADO DISPENSA
11 32.901.900002.2017 COMPRA DIRETA 2017-01-05 NaT NaN SEDAP/FUNDO DE DESENVOLVIMENTO AGROPECUÁRIO DO ESTADO DA PARAÍBA CONT. DE EMPRESA ESPECIALIZADA EM LOCAÇÃO DE MÁQUINAS COPIADORAS EM ANDAMENTO
12 31.202.002469.2017 CONCORRÊNCIA 2017-01-06 NaT NaN SEIE/SUPERINTENDÊNCIA DE OBRAS DO PLANO DE DESENVOLVIMENTO DO ESTADO REFORMA DA ESCOLA E CONSTRUÇÃO DO GINÁSIO PADRÃO NA E.E.E.F.M. CRISPIM COELHO - CAJAZEIRAS EM ANDAMENTO
13 31.202.002554.2017 CONCORRÊNCIA 2017-01-06 NaT NaN SEIE/SUPERINTENDÊNCIA DE OBRAS DO PLANO DE DESENVOLVIMENTO DO ESTADO CONST. NOVO PRÉDIO EEEFM DEP. ALVARO GAUDÊNCIO DE QUEIROZ, CAMPINA GRANDE/PB EM ANDAMENTO
14 31.206.031026.2017 CONTRATAÇÃO DIRETA 2017-01-06 NaT NaN SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA SERVIÇO DE ENGENHARIA EM ANDAMENTO
15 22.208.000002.2017 COMPRA DIRETA 2017-01-09 NaT 1.0 SEE/FUNDAÇÃO CENTRO INTEGRADO DE APOIO AO PORTADOR DE DEFICIÊNCIA AQUISIÇÃO BRINQUEDOS EM ANDAMENTO
16 31.202.002472.2017 CONCORRÊNCIA 2017-01-09 NaT NaN SEIE/SUPERINTENDÊNCIA DE OBRAS DO PLANO DE DESENVOLVIMENTO DO ESTADO REFORMA E AMPLIAÇÃO NA ESCOLA E.E.F.M. COELHO LISBOA, EM SANTA LUZIA-PB. EM ANDAMENTO
17 31.202.002589.2017 CONCORRÊNCIA 2017-01-09 NaT NaN SEIE/SUPERINTENDÊNCIA DE OBRAS DO PLANO DE DESENVOLVIMENTO DO ESTADO CONSTRUÇÃO DE UNIDADE ESCOLAR PADRÃO COM 12 SALAS DE AULA, NA CIDADE DE PICUÍ/PB. EM ANDAMENTO
18 31.203.000001.2017 COMPRA DIRETA 2017-01-09 NaT NaN SEIE/COMPANHIA DOCAS DA PARAÍBA CONTRATAÇÃO DE EMPRESA ESPECIALIZADA PARA REALIZAR A ATUALIZAÇÃO DO SITE PROCESSO FINALIZADO DISPENSA
19 31.206.034085.2017 DISPENSA DE LICITAÇÃO 2017-01-09 NaT NaN SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA MATERIAL DE CONSUMO EM ANDAMENTO
In [62]:
'http://transparencia.pb.gov.br/compras/licitacoes'
colunas = ['Nº PROCESSO', 'MODALIDADE',
           'DATA  ABERTURA', 'DATA  LICITAÇÃO', 'Nº PARTIC.', 'ÓRGÃO','OBJETO', 'SITUAÇÃO']
df_licitacoes = pd.read_excel('licitacoes.xlsx', sheetname = None) 
df_licitacoes = pd.concat(df_licitacoes,ignore_index=True)
df_licitacoes.columns = df_licitacoes.loc[5]
df_licitacoes = df_licitacoes.loc[6:]
df_licitacoes = df_licitacoes[colunas].dropna(subset=['ÓRGÃO'])
df_licitacoes.info()
#del df_licitacoes.columns.name
df_licitacoes
<class 'pandas.core.frame.DataFrame'>
Int64Index: 2863 entries, 6 to 3583
Data columns (total 8 columns):
Nº PROCESSO        2862 non-null object
MODALIDADE         2863 non-null object
DATA  ABERTURA     2863 non-null object
DATA  LICITAÇÃO    112 non-null object
Nº PARTIC.         623 non-null object
ÓRGÃO              2863 non-null object
OBJETO             2859 non-null object
SITUAÇÃO           2863 non-null object
dtypes: object(8)
memory usage: 201.3+ KB
Out[62]:
5 Nº PROCESSO MODALIDADE DATA ABERTURA DATA LICITAÇÃO Nº PARTIC. ÓRGÃO OBJETO SITUAÇÃO
6 31.206.024483.2017 DISPENSA DE LICITAÇÃO 2017-01-03 00:00:00 NaN NaN SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA SERVIÇO DE ENGENHARIA EM ANDAMENTO
7 31.206.036360.2017 DISPENSA DE LICITAÇÃO 2017-01-03 00:00:00 NaN NaN SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA SERVIÇO DE ENGENHARIA EM ANDAMENTO
8 22.000.027276.2017 PREGÃO PRESENCIAL 2017-01-04 00:00:00 NaN NaN SECRETARIA DE ESTADO DA EDUCAÇÃO GÊNEROS ALIMENTÍCIOS PROCESSO CANCELADO
9 25.234.000001.2017 PREGÃO PRESENCIAL 2017-01-04 00:00:00 2017-07-24 00:00:00 NaN LACEN - LABORATORIO CENTRAL DE SAÚDE PÚBLICA MATERIAL DE LABORATORIO EM ANDAMENTO
10 31.201.004772.2017 DISPENSA DE LICITAÇÃO 2017-01-04 00:00:00 NaN NaN SEIE/DEPARTAMENTO DE ESTRADAS DE RODAGEM SERVIÇO DE CONSERVAÇÃO, HIGIENIZAÇÃO, LIMPEZA E MÃO DE OBRA ESPECIALIZADA. PROCESSO CANCELADO
11 31.201.477216.2017 DISPENSA DE LICITAÇÃO 2017-01-04 00:00:00 NaN NaN SEIE/DEPARTAMENTO DE ESTRADAS DE RODAGEM SERVIÇO DE CONSERVAÇÃO, HIGIENIZAÇÃO, LIMPEZA E MÃO DE OBRA ESPECIALIZADA. PROCESSO CANCELADO
12 31.206.008850.2017 DISPENSA DE LICITAÇÃO 2017-01-04 00:00:00 NaN NaN SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA MATERIAL DE CONSUMO EM ANDAMENTO
13 33.201.000005.2017 COMPRA DIRETA 2017-01-04 00:00:00 NaN NaN SEC/FUNDAÇÃO ESPAÇO CULTURAL DA PARAÍBA MATERIAL DE CONSUMO EM ANDAMENTO
14 22.000.272766.2017 PREGÃO PRESENCIAL 2017-01-05 00:00:00 2017-05-25 00:00:00 298 SECRETARIA DE ESTADO DA EDUCAÇÃO GÊNEROS ALIMENTÍCIOS EM ANDAMENTO
15 31.201.000029.2017 DISPENSA DE LICITAÇÃO 2017-01-05 00:00:00 NaN 1 SEIE/DEPARTAMENTO DE ESTRADAS DE RODAGEM SERVIÇO DE CONSERVAÇÃO, HIGIENIZAÇÃO, LIMPEZA E MÃO DE OBRA ESPECIALIZADA. PROCESSO FINALIZADO DISPENSA
16 31.206.034974.2017 DISPENSA DE LICITAÇÃO 2017-01-05 00:00:00 NaN 1 SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA MATERIAL PERMANENTE PROCESSO FINALIZADO DISPENSA
17 32.901.900002.2017 COMPRA DIRETA 2017-01-05 00:00:00 NaN NaN SEDAP/FUNDO DE DESENVOLVIMENTO AGROPECUÁRIO DO ESTADO DA PARAÍBA CONT. DE EMPRESA ESPECIALIZADA EM LOCAÇÃO DE MÁQUINAS COPIADORAS EM ANDAMENTO
18 31.202.002469.2017 CONCORRÊNCIA 2017-01-06 00:00:00 NaN NaN SEIE/SUPERINTENDÊNCIA DE OBRAS DO PLANO DE DESENVOLVIMENTO DO ESTADO REFORMA DA ESCOLA E CONSTRUÇÃO DO GINÁSIO PADRÃO NA E.E.E.F.M. CRISPIM COELHO - CAJAZEIRAS EM ANDAMENTO
19 31.202.002554.2017 CONCORRÊNCIA 2017-01-06 00:00:00 NaN NaN SEIE/SUPERINTENDÊNCIA DE OBRAS DO PLANO DE DESENVOLVIMENTO DO ESTADO CONST. NOVO PRÉDIO EEEFM DEP. ALVARO GAUDÊNCIO DE QUEIROZ, CAMPINA GRANDE/PB EM ANDAMENTO
20 31.206.031026.2017 CONTRATAÇÃO DIRETA 2017-01-06 00:00:00 NaN NaN SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA SERVIÇO DE ENGENHARIA EM ANDAMENTO
21 22.208.000002.2017 COMPRA DIRETA 2017-01-09 00:00:00 NaN 1 SEE/FUNDAÇÃO CENTRO INTEGRADO DE APOIO AO PORTADOR DE DEFICIÊNCIA AQUISIÇÃO BRINQUEDOS EM ANDAMENTO
22 31.202.002472.2017 CONCORRÊNCIA 2017-01-09 00:00:00 NaN NaN SEIE/SUPERINTENDÊNCIA DE OBRAS DO PLANO DE DESENVOLVIMENTO DO ESTADO REFORMA E AMPLIAÇÃO NA ESCOLA E.E.F.M. COELHO LISBOA, EM SANTA LUZIA-PB. EM ANDAMENTO
23 31.202.002589.2017 CONCORRÊNCIA 2017-01-09 00:00:00 NaN NaN SEIE/SUPERINTENDÊNCIA DE OBRAS DO PLANO DE DESENVOLVIMENTO DO ESTADO CONSTRUÇÃO DE UNIDADE ESCOLAR PADRÃO COM 12 SALAS DE AULA, NA CIDADE DE PICUÍ/PB. EM ANDAMENTO
24 31.203.000001.2017 COMPRA DIRETA 2017-01-09 00:00:00 NaN NaN SEIE/COMPANHIA DOCAS DA PARAÍBA CONTRATAÇÃO DE EMPRESA ESPECIALIZADA PARA REALIZAR A ATUALIZAÇÃO DO SITE PROCESSO FINALIZADO DISPENSA
25 31.206.034085.2017 DISPENSA DE LICITAÇÃO 2017-01-09 00:00:00 NaN NaN SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA MATERIAL DE CONSUMO EM ANDAMENTO
31 22.000.328410.2017 COMPRA DIRETA 2017-02-06 00:00:00 NaN 1 SECRETARIA DE ESTADO DA EDUCAÇÃO MODEM PARA REPOSIÇÃO NOS LABORATÓRIOS DE INFORMÁTICA PROCESSO FINALIZADO DISPENSA
32 22.208.000010.2017 COMPRA DIRETA 2017-02-06 00:00:00 NaN NaN SEE/FUNDAÇÃO CENTRO INTEGRADO DE APOIO AO PORTADOR DE DEFICIÊNCIA AQUISIÇÃO BOBINAS PLÁSTICAS PROCESSO FINALIZADO DISPENSA
33 23.901.000003.2017 COMPRA DIRETA 2017-02-06 00:00:00 NaN NaN CBMPB/FUNDO ESPECIAL DO CORPO DE BOMBEIROS AQUISIÇÃO DE ESTAÇÕES DE TRABALHO PARA COMISSÃO PERMANENTE DE LICITAÇÃO PROCESSO FINALIZADO DISPENSA
34 27.000.000066.2017 COMPRA DIRETA 2017-02-06 00:00:00 NaN NaN SECRETARIA DE ESTADO DE DESENVOLVIMENTO HUMANO AQUISIÇÃO DE CONSUMO(LUMINÁRIA) - CASA DA CIDADANIA DE MANAÍRA EM ANDAMENTO
35 27.000.000221.2017 COMPRA DIRETA 2017-02-06 00:00:00 NaN NaN SECRETARIA DE ESTADO DE DESENVOLVIMENTO HUMANO AQUISIÇÃO DE MATERIAL DE CONSUMO(TALHERES) - GERÊNCIA DE PATRIMÔNIO PROCESSO FINALIZADO DISPENSA
36 27.000.000254.2017 COMPRA DIRETA 2017-02-06 00:00:00 NaN NaN SECRETARIA DE ESTADO DE DESENVOLVIMENTO HUMANO SERVIÇO DE RECUPERAÇÃO E MANUTENÇÃO - CASA DA CID. JAGUARIBE E CICA EM ANDAMENTO
37 31.000.000214.2017 COMPRA DIRETA 2017-02-06 00:00:00 NaN NaN SECRETARIA DE ESTADO DA INFRAESTRUTURA, DOS RECURSOS HÍDRICOS, DO MEIO AMBIENTE E DA CIÊNCIA E TECNOLOGIA SOLICITAMOS AQUISIÇÃO DE PASSAGENS AEREAS PARA O SENHOR SECRETARIO DA PASTA. PROCESSO CANCELADO
38 31.201.003389.2017 TOMADA DE PREÇOS 2017-02-06 00:00:00 NaN NaN SEIE/DEPARTAMENTO DE ESTRADAS DE RODAGEM CONSTRUÇÃO DE PASSARELAS METÁLICAS PARA PEDESTRES E RECUPERAÇÃO DA PONTE EM PATOS EM ANDAMENTO
39 33.201.10582016.2017 PREGÃO PRESENCIAL 2017-02-06 00:00:00 NaN NaN SEC/FUNDAÇÃO ESPAÇO CULTURAL DA PARAÍBA MATERIAL PERMANENTE. PROCESSO CANCELADO
40 22.000.038891.2017 COMPRA DIRETA 2017-02-07 00:00:00 NaN 1 SECRETARIA DE ESTADO DA EDUCAÇÃO AQUISIÇÃO DE CAFÉ PROCESSO FINALIZADO DISPENSA
... ... ... ... ... ... ... ... ...
3549 19.201.001684.2017 COMPRA DIRETA 2017-06-01 00:00:00 NaN NaN SEAD/INSTITUTO DE ASSISTÊNCIA À SAÚDE DO SERVIDOR CONFECÇÃO DE CARIMBOS EM ANDAMENTO
3550 21.000.000132.2017 COMPRA DIRETA 2017-06-01 00:00:00 NaN 1 SECRETARIA DE ESTADO DO TURISMO E DO DESENVOLVIMENTO ECONÔMICO SERVIÇO DE MANUTENÇÃO PREVENTIVA E CORRETIVA NA CAIXA CÊNICA DO TEATRO PEDRA DO REINO PROCESSO FINALIZADO DISPENSA
3551 25.203.000403.2017 COMPRA DIRETA 2017-06-01 00:00:00 NaN NaN SES/COMPLEXO DE SAÚDE DE CRUZ DAS ARMAS AQUISIÇÃO DE SUPORTE E DISCO PARA ENCERADEIRA. EM ANDAMENTO
3552 25.203.000405.2017 COMPRA DIRETA 2017-06-01 00:00:00 NaN NaN SES/COMPLEXO DE SAÚDE DE CRUZ DAS ARMAS SERVIÇO DE MANUTENÇÃO PREVENTIVA E CORRETIVA DO APARELHO DE ULTRASSOM. EM ANDAMENTO
3553 25.203.000406.2017 COMPRA DIRETA 2017-06-01 00:00:00 NaN NaN SES/COMPLEXO DE SAÚDE DE CRUZ DAS ARMAS AQUISIÇÃO DE MATERIAL MEDICO TIPO COMPRESSA DE CAMPO OPERATORIO. EM ANDAMENTO
3554 25.207.000162.2017 COMPRA DIRETA 2017-06-01 00:00:00 NaN NaN SES/COMPLEXO DE SAÚDE DE GUARABIRA AQUISIÇÃO DE GÊNEROS ALIMENTÍCIOS NÃO PERECÍVEIS PROCESSO FINALIZADO DISPENSA
3555 26.201.008338.2017 INEXIGIBILIDADE 2017-06-01 00:00:00 NaN NaN SEDS/DEPARTAMENTO ESTADUAL DE TRÂNSITO CONTRATAÇÃO DE SERVIÇOS ESPECIALIZADOS DE TECNOLOGIA DA INFORMAÇÃO EM ANDAMENTO
3556 27.000.001090.2017 COMPRA DIRETA 2017-06-01 00:00:00 NaN NaN SECRETARIA DE ESTADO DE DESENVOLVIMENTO HUMANO SERVIÇO - LOCAÇÃO DE BANHEIRO PROCESSO FINALIZADO DISPENSA
3557 27.000.001984.2017 COMPRA DIRETA 2017-06-01 00:00:00 NaN 1 SECRETARIA DE ESTADO DE DESENVOLVIMENTO HUMANO AQUISIÇÃO DE MATERIAL - CAIXA DE ARQUIVO MORTO PROCESSO FINALIZADO DISPENSA
3558 27.000.002110.2017 COMPRA DIRETA 2017-06-01 00:00:00 NaN NaN SECRETARIA DE ESTADO DE DESENVOLVIMENTO HUMANO SERVIÇO DE MANUTENÇÃO PREVENTIVA EM MAQUINAS DE COSTURA - GEAS PROCESSO FINALIZADO DISPENSA
3564 27.000.002181.2017 COMPRA DIRETA 2017-06-01 00:00:00 NaN NaN SECRETARIA DE ESTADO DE DESENVOLVIMENTO HUMANO AQUISIÇÃO DE MATERIAL - HIGIÊNICO PROCESSO FINALIZADO DISPENSA
3565 27.000.002232.2017 COMPRA DIRETA 2017-06-01 00:00:00 NaN 1 SECRETARIA DE ESTADO DE DESENVOLVIMENTO HUMANO AQUISIÇÃO DE MATERIAL DE CONSUMO(COLA QUENTE E OUTROS) PROCESSO FINALIZADO DISPENSA
3566 27.201.001383.2017 COMPRA DIRETA 2017-06-01 00:00:00 NaN 1 SEDH/FUND. DESENV. CRIANÇA E ADOLESC"ALICE DE ALMEIDA" MATERIAL DE CONSUMO (PEÇA PARA MOTO). EM ANDAMENTO
3567 31.205.001621.2017 COMPRA DIRETA 2017-06-01 00:00:00 NaN 1 SECTMA/SUPERINTENDÊNCIA DE ADMINISTRAÇÃO DO MEIO AMBIENTE AQUISIÇÃO DE BLOCOS DE INFRAÇÃO, NOTIFICAÇÃO E APREENÇÃO PROCESSO FINALIZADO DISPENSA
3568 31.205.002380.2017 COMPRA DIRETA 2017-06-01 00:00:00 NaN 1 SECTMA/SUPERINTENDÊNCIA DE ADMINISTRAÇÃO DO MEIO AMBIENTE PORTA DA CCF (MATERIAIS E SERVIÇOS) PROCESSO FINALIZADO DISPENSA
3569 31.206.044332.2017 PREGÃO ELETRÔNICO 2017-06-01 00:00:00 NaN NaN SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA MATERIAL DE CONSUMO EM ANDAMENTO
3570 31.206.052534.2017 COMPRA DIRETA 2017-06-01 00:00:00 NaN NaN SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA SERVIÇO DE PESSOA JURÍDICA EM ANDAMENTO
3571 31.206.052970.2017 COMPRA DIRETA 2017-06-01 00:00:00 NaN NaN SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA MATERIAL DE CONSUMO EM ANDAMENTO
3572 32.202.000227.2017 PREGÃO PRESENCIAL 2017-06-01 00:00:00 NaN NaN SEDAP/EMPRESA ESTADUAL DE PESQUISA AGROPECUÁRIA DA PARAÍBA MATERIAL PERMANENTE EM ANDAMENTO
3573 32.204.000099.2017 COMPRA DIRETA 2017-06-01 00:00:00 NaN NaN SEDAP/EMPRESA PARAIBANA DE ABASTECIMENTO E SERVIÇOS AGRÍCOLAS SERVIÇOS PROCESSO FINALIZADO DISPENSA
3574 32.204.000100.2017 COMPRA DIRETA 2017-06-01 00:00:00 NaN NaN SEDAP/EMPRESA PARAIBANA DE ABASTECIMENTO E SERVIÇOS AGRÍCOLAS SERVIÇOS PROCESSO FINALIZADO DISPENSA
3575 32.204.000101.2017 COMPRA DIRETA 2017-06-01 00:00:00 NaN NaN SEDAP/EMPRESA PARAIBANA DE ABASTECIMENTO E SERVIÇOS AGRÍCOLAS SERVIÇOS PROCESSO FINALIZADO DISPENSA
3576 32.204.000102.2017 COMPRA DIRETA 2017-06-01 00:00:00 NaN NaN SEDAP/EMPRESA PARAIBANA DE ABASTECIMENTO E SERVIÇOS AGRÍCOLAS SERVIÇOS PROCESSO FINALIZADO DISPENSA
3577 32.204.000103.2017 COMPRA DIRETA 2017-06-01 00:00:00 NaN NaN SEDAP/EMPRESA PARAIBANA DE ABASTECIMENTO E SERVIÇOS AGRÍCOLAS SERVIÇOS PROCESSO FINALIZADO DISPENSA
3578 07.901.000033.2017 COMPRA DIRETA 2017-06-02 00:00:00 NaN 1 SEJEL/FUNDO DE APOIO AO ESPORTE E LASER AQUISIÇÃO DE 01 TRANSFORMADOR DE 75 KVA RECONDICIONADO PROCESSO FINALIZADO DISPENSA
3579 14.901.000084.2017 COMPRA DIRETA 2017-06-02 00:00:00 NaN 1 DPPB/FUNDO ESTADUAL DE DEFESA DOS DIREITOS DO CONSUMIDOR AQUISIÇÃO DE RELÓGIO DE PONTO ELETRÔNICO PROCESSO FINALIZADO DISPENSA
3580 19.000.125823.2017 COMPRA DIRETA 2017-06-02 00:00:00 NaN 1 SECRETARIA DE ESTADO DA ADMINISTRAÇÃO MATERIAL DE CONSUMO PROCESSO FINALIZADO DISPENSA
3581 19.000.170125823.2017 COMPRA DIRETA 2017-06-02 00:00:00 NaN NaN SECRETARIA DE ESTADO DA ADMINISTRAÇÃO MATERIAL DE CONSUMO PROCESSO CANCELADO
3582 25.000.1905533.2017 DISPENSA DE LICITAÇÃO 2017-06-02 00:00:00 NaN NaN SECRETARIA DE ESTADO DA SAÚDE AQUISIÇÃO EMERGENCIAL DE MEDICAMENTO PARA ATENDER DEMANDA JUDICIAL PROCESSO FINALIZADO DISPENSA
3583 25.000.505591.2017 DISPENSA DE LICITAÇÃO 2017-06-02 00:00:00 NaN NaN SECRETARIA DE ESTADO DA SAÚDE AQUISIÇÃO EMERGENCIAL DE MEDICAMENTO PARA ATENDER DEMANDA JUDICIAL PROCESSO FINALIZADO DISPENSA

2863 rows × 8 columns

PD.READ_HTML()

In [63]:
'Municípios da Paraíba'
try:df_municipios = pd.read_html('https://pt.wikipedia.org/wiki/Lista_de_munic%C3%ADpios_da_Para%C3%ADba',
                                header=0)
except: df_municipios = pd.read_html('Lista de municípios da Paraíba – Wikipédia, a enciclopédia livre.html',
                                    header=0)
print(type(df_municipios))
df_municipios = df_municipios[0]
df_municipios.info()
df_municipios
<class 'list'>
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 223 entries, 0 to 222
Data columns (total 5 columns):
Localização     0 non-null float64
Município       223 non-null object
Área (km²)      223 non-null int64
Mesorregião     223 non-null object
Microrregião    223 non-null object
dtypes: float64(1), int64(1), object(3)
memory usage: 8.8+ KB
Out[63]:
Localização Município Área (km²) Mesorregião Microrregião
0 NaN Água Branca 220648 Sertão Paraibano Serra do Teixeira
1 NaN Aguiar 344691 Sertão Paraibano Piancó
2 NaN Alagoa Grande 320558 Agreste Paraibano Brejo Paraibano
3 NaN Alagoa Nova 122254 Agreste Paraibano Brejo Paraibano
4 NaN Alagoinha 85060 Agreste Paraibano Guarabira
5 NaN Alcantil 305391 Borborema Cariri Oriental
6 NaN Algodão de Jandaíra 220246 Agreste Paraibano Curimataú Ocidental
7 NaN Alhandra 182656 Mata Paraibana Litoral Sul
8 NaN Amparo 121983 Borborema Cariri Ocidental
9 NaN Aparecida 229153 Sertão Paraibano Sousa
10 NaN Araçagi 229722 Agreste Paraibano Guarabira
11 NaN Arara 99112 Agreste Paraibano Curimataú Ocidental
12 NaN Araruna 245720 Agreste Paraibano Curimataú Oriental
13 NaN Areia 269424 Agreste Paraibano Brejo Paraibano
14 NaN Areia de Baraúnas 96342 Sertão Paraibano Patos
15 NaN Areial 33935 Agreste Paraibano Esperança
16 NaN Aroeiras 374674 Agreste Paraibano Umbuzeiro
17 NaN Assunção 126427 Borborema Cariri Ocidental
18 NaN Baía da Traição 102364 Mata Paraibana Litoral Norte
19 NaN Bananeiras 257981 Agreste Paraibano Brejo Paraibano
20 NaN Baraúna 50577 Borborema Seridó Oriental Paraibano
21 NaN Barra de Santa Rosa 825097 Agreste Paraibano Curimataú Ocidental
22 NaN Barra de Santana 369290 Borborema Cariri Oriental
23 NaN Barra de São Miguel 595205 Borborema Cariri Oriental
24 NaN Bayeux 31784 Mata Paraibana João Pessoa
25 NaN Belém 100143 Agreste Paraibano Guarabira
26 NaN Belém do Brejo do Cruz 603038 Sertão Paraibano Catolé do Rocha
27 NaN Bernardino Batista 50628 Sertão Paraibano Cajazeiras
28 NaN Boa Ventura 132136 Sertão Paraibano Itaporanga
29 NaN Boa Vista 476539 Agreste Paraibano Campina Grande
... ... ... ... ... ...
193 NaN São Mamede 530724 Borborema Seridó Ocidental Paraibano
194 NaN São Miguel de Taipu 92524 Mata Paraibana Sapé
195 NaN São Sebastião de Lagoa de Roça 49882 Agreste Paraibano Esperança
196 NaN São Sebastião do Umbuzeiro 460569 Borborema Cariri Ocidental
197 NaN Sapé 316330 Mata Paraibana Sapé
198 NaN São Vicente do Seridó 276460 Borborema Seridó Oriental Paraibano
199 NaN Serra Branca 737743 Borborema Cariri Ocidental
200 NaN Serra da Raiz 28984 Agreste Paraibano Guarabira
201 NaN Serra Grande 83473 Sertão Paraibano Itaporanga
202 NaN Serra Redonda 55906 Agreste Paraibano Campina Grande
203 NaN Serraria 75397 Agreste Paraibano Brejo Paraibano
204 NaN Sertãozinho 32798 Agreste Paraibano Guarabira
205 NaN Sobrado 63093 Mata Paraibana Sapé
206 NaN Solânea 265921 Agreste Paraibano Curimataú Oriental
207 NaN Soledade 560062 Agreste Paraibano Curimataú Ocidental
208 NaN Sossêgo 154795 Agreste Paraibano Curimataú Ocidental
209 NaN Sousa 842487 Sertão Paraibano Sousa
210 NaN Sumé 838058 Borborema Cariri Ocidental
211 NaN Tacima 246656 Agreste Paraibano Curimataú Oriental
212 NaN Taperoá 639959 Borborema Cariri Ocidental
213 NaN Tavares 228599 Sertão Paraibano Serra do Teixeira
214 NaN Teixeira 114437 Sertão Paraibano Serra do Teixeira
215 NaN Tenório 105270 Borborema Seridó Oriental Paraibano
216 NaN Triunfo 222947 Sertão Paraibano Cajazeiras
217 NaN Uiraúna 294495 Sertão Paraibano Cajazeiras
218 NaN Umbuzeiro 180872 Agreste Paraibano Umbuzeiro
219 NaN Várzea 190444 Borborema Seridó Ocidental Paraibano
220 NaN Vieirópolis 146778 Sertão Paraibano Sousa
221 NaN Vista Serrana 61361 Sertão Paraibano Sousa
222 NaN Zabelê 109394 Borborema Cariri Ocidental

223 rows × 5 columns

In [64]:
import sqlite3
pasta = 'c:/users/alberto/documents/cargos_tce/'
conn = sqlite3.connect(pasta+'folhapessoal.db') # Cria a sua conexao
df1 = pd.read_sql_query('SELECT * FROM folhaparaiba LIMIT 1000', conn)
df1
Out[64]:
servidor cpf cargo natureza mes_ano remuneracao poder orgao data_admissao
0 ###725077## Assessor Parlamentar Comissionado 01/2009 R$ 415,00 Câmara Municipal de Dona Inês CAMARA MUNICIPAL DE DONA INES
1 ###160634## CHEFE DE GABINETE Comissionado 01/2009 R$ 1.200,00 Câmara Municipal de Rio Tinto
2 ###511294## PROFESSOR P2 Efetivo 01/2009 R$ 879,67 Prefeitura Municipal de Bom Sucesso SEC.MUN. DE OBRAS,TRANSP,. E SERV. URBANOS
3 ###294904## PROFESSOR A-III Efetivo 01/2009 R$ 686,28 Prefeitura Municipal de Borborema SECRETARIA DE EDUCAÇÃO
4 ###725077## Assessor Parlamentar Comissionado 02/2009 R$ 465,00 Câmara Municipal de Dona Inês CAMARA MUNICIPAL DE DONA INES
5 ###160634## CHEFE DE GABINETE Comissionado 02/2009 R$ 1.200,00 Câmara Municipal de Rio Tinto
6 ###511294## PROFESSOR P2 Efetivo 02/2009 R$ 1.229,67 Prefeitura Municipal de Bom Sucesso SEC.MUN. DE OBRAS,TRANSP,. E SERV. URBANOS
7 ###294904## PROFESSOR A-III Efetivo 02/2009 R$ 576,47 Prefeitura Municipal de Borborema SECRETARIA DE EDUCAÇÃO
8 ###725077## Assessor Parlamentar Comissionado 03/2009 R$ 465,00 Câmara Municipal de Dona Inês CAMARA MUNICIPAL DE DONA INES
9 ###160634## CHEFE DE GABINETE Comissionado 03/2009 R$ 1.200,00 Câmara Municipal de Rio Tinto
10 ###511294## PROFESSOR P2 Efetivo 03/2009 R$ 1.929,67 Prefeitura Municipal de Bom Sucesso SEC.MUN. DE OBRAS,TRANSP,. E SERV. URBANOS
11 ###294904## PROFESSOR A-III Efetivo 03/2009 R$ 576,47 Prefeitura Municipal de Borborema SECRETARIA DE EDUCAÇÃO
12 ###307644## TECNICO DE ENFERMAGEM (C) Contratação por excepcional interesse público 03/2009 R$ 350,00 Prefeitura Municipal de Sumé SECRETARIA DE SAÚDE (FMS)
13 ###725077## Assessor Parlamentar Comissionado 04/2009 R$ 465,00 Câmara Municipal de Dona Inês CAMARA MUNICIPAL DE DONA INES
14 ###160634## CHEFE DE GABINETE Comissionado 04/2009 R$ 1.200,00 Câmara Municipal de Rio Tinto
15 ###511294## PROFESSOR P2 Efetivo 04/2009 R$ 1.229,67 Prefeitura Municipal de Bom Sucesso SEC.MUN. DE OBRAS,TRANSP,. E SERV. URBANOS
16 ###294904## PROFESSOR A-III Efetivo 04/2009 R$ 576,47 Prefeitura Municipal de Borborema SECRETARIA DE EDUCAÇÃO
17 ###307644## TECNICO DE ENFERMAGEM (C) Contratação por excepcional interesse público 04/2009 R$ 350,00 Prefeitura Municipal de Sumé SECRETARIA DE SAÚDE (FMS)
18 ###725077## Assessor Parlamentar Comissionado 05/2009 R$ 465,00 Câmara Municipal de Dona Inês CAMARA MUNICIPAL DE DONA INES
19 ###160634## CHEFE DE GABINETE Comissionado 05/2009 R$ 1.200,00 Câmara Municipal de Rio Tinto
20 ###511294## PROFESSOR P2 Efetivo 05/2009 R$ 1.929,67 Prefeitura Municipal de Bom Sucesso SEC.MUN. DE OBRAS,TRANSP,. E SERV. URBANOS
21 ###294904## PROFESSOR A-III Efetivo 05/2009 R$ 576,47 Prefeitura Municipal de Borborema SECRETARIA DE EDUCAÇÃO
22 ###307644## TECNICO DE ENFERMAGEM (C) Contratação por excepcional interesse público 05/2009 R$ 350,00 Prefeitura Municipal de Sumé SECRETARIA DE SAÚDE (FMS)
23 ###725077## Assessor Parlamentar Comissionado 06/2009 R$ 465,00 Câmara Municipal de Dona Inês CAMARA MUNICIPAL DE DONA INES
24 ###160634## CHEFE DE GABINETE Comissionado 06/2009 R$ 1.800,00 Câmara Municipal de Rio Tinto
25 ###511294## PROFESSOR P2 Efetivo 06/2009 R$ 1.229,67 Prefeitura Municipal de Bom Sucesso SEC.MUN. DE OBRAS,TRANSP,. E SERV. URBANOS
26 ###294904## PROFESSOR A-III Efetivo 06/2009 R$ 576,47 Prefeitura Municipal de Borborema SECRETARIA DE EDUCAÇÃO
27 ###307644## TECNICO DE ENFERMAGEM (C) Contratação por excepcional interesse público 06/2009 R$ 450,00 Prefeitura Municipal de Sumé SECRETARIA DE SAÚDE (FMS)
28 ###725077## Assessor Parlamentar Comissionado 07/2009 R$ 490,66 Câmara Municipal de Dona Inês CAMARA MUNICIPAL DE DONA INES
29 ###160634## CHEFE DE GABINETE Comissionado 07/2009 R$ 1.200,00 Câmara Municipal de Rio Tinto
... ... ... ... ... ... ... ... ... ...
970 ABANAK PAULINO DE SIQUEIRA ###241964## CONSELHEIRO(A) TUTELAR Eletivo 06/2012 R$ 622,00 Prefeitura Municipal de São José de Princesa SECRETARIA DE CULTURA E DESPORTO
971 ABANAK PAULINO DE SIQUEIRA ###241964## CONSELHEIRO(A) TUTELAR Eletivo 07/2012 R$ 622,00 Prefeitura Municipal de São José de Princesa SECRETARIA DE CULTURA E DESPORTO
972 ABANAK PAULINO DE SIQUEIRA ###241964## CONSELHEIRO(A) TUTELAR Eletivo 08/2012 R$ 622,00 Prefeitura Municipal de São José de Princesa SECRETARIA DE CULTURA E DESPORTO
973 ABANESIA PINTO DE SOUSA ###977097## SECRETARIO DE TRAB.E ACAO SOCI Comissionado 01/2009 R$ 1.800,00 Prefeitura Municipal de Caldas Brandão FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL
974 ABANESIA PINTO DE SOUSA ###977097## SECRETARIO DE TRAB.E ACAO SOCI Comissionado 02/2009 R$ 1.800,00 Prefeitura Municipal de Caldas Brandão FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL
975 ABANESIA PINTO DE SOUSA ###977097## SECRETARIO DE TRAB.E ACAO SOCI Comissionado 03/2009 R$ 1.800,00 Prefeitura Municipal de Caldas Brandão FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL
976 ABANESIA PINTO DE SOUSA ###977097## SECRETARIO DE TRAB.E ACAO SOCI Comissionado 04/2009 R$ 1.800,00 Prefeitura Municipal de Caldas Brandão FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL
977 ABANESIA PINTO DE SOUSA ###977097## SECRETARIO DE TRAB.E ACAO SOCI Comissionado 05/2009 R$ 1.800,00 Prefeitura Municipal de Caldas Brandão FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL
978 ABANESIA PINTO DE SOUSA ###977097## SECRETARIO DE TRAB.E ACAO SOCI Comissionado 06/2009 R$ 1.800,00 Prefeitura Municipal de Caldas Brandão FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL
979 ABANESIA PINTO DE SOUSA ###977097## SECRETARIO DE TRAB.E ACAO SOCI Comissionado 07/2009 R$ 1.800,00 Prefeitura Municipal de Caldas Brandão FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL
980 ABANESIA PINTO DE SOUSA ###977097## SECRETARIO DE TRAB.E ACAO SOCI Comissionado 08/2009 R$ 1.800,00 Prefeitura Municipal de Caldas Brandão FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL
981 ABANESIA PINTO DE SOUSA ###977097## SECRETARIO DE TRAB.E ACAO SOCI Comissionado 09/2009 R$ 1.800,00 Prefeitura Municipal de Caldas Brandão FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL
982 ABANESIA PINTO DE SOUSA ###977097## SECRETARIO DE TRAB.E ACAO SOCI Comissionado 10/2009 R$ 1.800,00 Prefeitura Municipal de Caldas Brandão FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL
983 ABANESIA PINTO DE SOUSA ###977097## SECRETARIO DE TRAB.E ACAO SOCI Comissionado 11/2009 R$ 1.800,00 Prefeitura Municipal de Caldas Brandão FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL
984 ABANESIA PINTO DE SOUSA ###977097## SECRETARIO DE TRAB.E ACAO SOCI Comissionado 12/2009 R$ 1.800,00 Prefeitura Municipal de Caldas Brandão FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL
985 ABANESIA PINTO DE SOUSA ###977097## SECRETARIO DE TRAB.E ACAO SOCI Comissionado 01/2010 R$ 1.800,00 Prefeitura Municipal de Caldas Brandão FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL
986 ABANESIA PINTO DE SOUSA ###977097## SECRETARIO DE TRAB.E ACAO SOCI Comissionado 02/2010 R$ 1.800,00 Prefeitura Municipal de Caldas Brandão FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL
987 ABANESIA PINTO DE SOUSA ###977097## SECRETARIO DE TRAB.E ACAO SOCI Comissionado 03/2010 R$ 1.800,00 Prefeitura Municipal de Caldas Brandão FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL
988 ABANESIA PINTO DE SOUSA ###977097## SECRETARIO DE TRAB.E ACAO SOCI Comissionado 04/2010 R$ 1.800,00 Prefeitura Municipal de Caldas Brandão FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL
989 ABANESIA PINTO DE SOUSA ###977097## SECRETARIO DE TRAB.E ACAO SOCI Comissionado 05/2010 R$ 1.800,00 Prefeitura Municipal de Caldas Brandão FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL
990 ABANESIA PINTO DE SOUSA ###977097## SECRETARIO DE TRAB.E ACAO SOCI Comissionado 06/2010 R$ 1.800,00 Prefeitura Municipal de Caldas Brandão FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL
991 ABANESIA PINTO DE SOUSA ###977097## SECRETARIO DE TRAB.E ACAO SOCI Comissionado 07/2010 R$ 1.800,00 Prefeitura Municipal de Caldas Brandão FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL
992 ABANESIA PINTO DE SOUSA ###977097## SECRETARIO DE TRAB.E ACAO SOCI Comissionado 08/2010 R$ 1.800,00 Prefeitura Municipal de Caldas Brandão FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL
993 ABANESIA PINTO DE SOUSA ###977097## SECRETARIO DE TRAB.E ACAO SOCI Comissionado 09/2010 R$ 1.800,00 Prefeitura Municipal de Caldas Brandão FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL
994 ABANESIA PINTO DE SOUSA ###977097## SECRETARIO DE TRAB.E ACAO SOCI Comissionado 10/2010 R$ 1.800,00 Prefeitura Municipal de Caldas Brandão FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL
995 ABANESIA PINTO DE SOUSA ###977097## SECRETARIO DE TRAB.E ACAO SOCI Comissionado 11/2010 R$ 1.800,00 Prefeitura Municipal de Caldas Brandão FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL
996 ABANESIA PINTO DE SOUSA ###977097## SECRETARIO DE TRAB.E ACAO SOCI Comissionado 12/2010 R$ 3.600,00 Prefeitura Municipal de Caldas Brandão FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL
997 ABANESIA PINTO DE SOUSA ###977097## SECRETARIO DE TRAB.E ACAO SOCI Comissionado 01/2011 R$ 1.800,00 Prefeitura Municipal de Caldas Brandão FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL
998 ABANESIA PINTO DE SOUSA ###977097## SECRETARIO DE TRAB.E ACAO SOCI Comissionado 02/2011 R$ 1.800,00 Prefeitura Municipal de Caldas Brandão FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL
999 ABANESIA PINTO DE SOUSA ###977097## SECRETARIO DE TRAB.E ACAO SOCI Comissionado 03/2011 R$ 1.800,00 Prefeitura Municipal de Caldas Brandão FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL

1000 rows × 9 columns

GRAFICOS

In [65]:
'http://transparencia.pb.gov.br/compras/licitacoes'
colunas = ['Nº PROCESSO', 'MODALIDADE',
           'DATA  ABERTURA', 'DATA  LICITAÇÃO', 'Nº PARTIC.', 'ÓRGÃO','OBJETO', 'SITUAÇÃO']
df_licitacoes = pd.read_excel('licitacoes.xlsx', sheetname = None ) 
df_licitacoes = pd.concat(df_licitacoes,ignore_index=True)
df_licitacoes.columns = df_licitacoes.iloc[5]
df_licitacoes = df_licitacoes[colunas].iloc[6:].dropna(subset=['ÓRGÃO'])
df_licitacoes['Nº PARTIC.'] = df_licitacoes['Nº PARTIC.'].fillna(0).astype(int)

df_licitacoes=(df_licitacoes[['ÓRGÃO','Nº PARTIC.']]
                     .groupby(by=['ÓRGÃO'])
                     .describe()
                     )
df_licitacoes
Out[65]:
5 Nº PARTIC.
count mean std min 25% 50% 75% max
ÓRGÃO
CBMPB/FUNDO ESPECIAL DO CORPO DE BOMBEIROS 42.0 0.023810 0.154303 0.0 0.0 0.0 0.00 1.0
CCG/AGÊNCIA DE REGULAÇÃO DO ESTADO DA PARAÍBA 5.0 0.200000 0.447214 0.0 0.0 0.0 0.00 1.0
CCG/GABINETE DO VICE-GOVERNADOR 2.0 0.000000 0.000000 0.0 0.0 0.0 0.00 0.0
CCG/PARAÍBA PREVIDÊNCIA 35.0 0.000000 0.000000 0.0 0.0 0.0 0.00 0.0
CONTROLADORIA GERAL DO ESTADO 13.0 0.846154 0.554700 0.0 1.0 1.0 1.00 2.0
CORPO DE BOMBEIROS MILITAR DO ESTADO DA PARAÍBA/ 1º COMANDO REGIONAL BOMBEIRO MILITAR 4.0 0.000000 0.000000 0.0 0.0 0.0 0.00 0.0
CORPO DE BOMBEIROS MILITAR DO ESTADO DA PARAÍBA/ 2º COMANDO REGIONAL BOMBEIRO MILITAR 3.0 0.000000 0.000000 0.0 0.0 0.0 0.00 0.0
CORPO DE BOMBEIROS MILITAR DO ESTADO DA PARAÍBA/ 3º COMANDO REGIONAL BOMBEIRO MILITAR 7.0 0.000000 0.000000 0.0 0.0 0.0 0.00 0.0
DPPB/FUNDO ESTADUAL DE DEFESA DOS DIREITOS DO CONSUMIDOR 6.0 1.000000 0.000000 1.0 1.0 1.0 1.00 1.0
ENCARGOS GERAIS DO ESTADO 8.0 0.250000 0.462910 0.0 0.0 0.0 0.25 1.0
GABINETE MILITAR 11.0 0.000000 0.000000 0.0 0.0 0.0 0.00 0.0
LACEN - LABORATORIO CENTRAL DE SAÚDE PÚBLICA 13.0 0.000000 0.000000 0.0 0.0 0.0 0.00 0.0
PBTUR HOTÉIS S.A. 1.0 0.000000 NaN 0.0 0.0 0.0 0.00 0.0
PMPB/INSTITUTO HOSPITALAR GENERAL EDSON RAMALHO 4.0 1.000000 1.414214 0.0 0.0 0.5 1.50 3.0
POLÍCIA MILITAR DA PARAÍBA 19.0 0.263158 0.805682 0.0 0.0 0.0 0.00 3.0
PROCURADORIA GERAL DO ESTADO 5.0 1.000000 0.000000 1.0 1.0 1.0 1.00 1.0
PROJETO COOPERAR 3.0 0.000000 0.000000 0.0 0.0 0.0 0.00 0.0
SEAD/COMPANHIA DE PROCESSAMENTO DE DADOS DA PARAÍBA 6.0 0.000000 0.000000 0.0 0.0 0.0 0.00 0.0
SEAD/ESCOLA DE SERVIÇO PÚBLICO DO ESTADO DA PARAÍBA 16.0 0.750000 1.341641 0.0 0.0 0.0 0.75 3.0
SEAD/FUNDO ESPECIAL DE DESENV DE RECURSOS HUMANOS 6.0 3.000000 0.000000 3.0 3.0 3.0 3.00 3.0
SEAD/INSTITUTO DE ASSISTÊNCIA À SAÚDE DO SERVIDOR 46.0 2.630435 14.534799 0.0 0.0 0.0 1.00 99.0
SEC/FUNDAÇÃO CASA DE JOSÉ AMÉRICO 44.0 0.590909 0.497350 0.0 0.0 1.0 1.00 1.0
SEC/FUNDAÇÃO ESPAÇO CULTURAL DA PARAÍBA 65.0 0.092308 0.291712 0.0 0.0 0.0 0.00 1.0
SEC/INSTITUTO DO PATRIMÔNIO HISTÓRICO E ARTÍSTICO DO ESTADO DA PARAÍBA 21.0 0.523810 0.511766 0.0 0.0 1.0 1.00 1.0
SECOM/A UNIÃO SUPERINTENDÊNCIA DE IMPRENSA E EDITORA 8.0 1.375000 2.326094 0.0 0.0 0.0 1.75 6.0
SECRETARIA DE ESTADO DA ADMINISTRAÇÃO 152.0 8.875000 47.824778 0.0 0.0 0.0 0.00 515.0
SECRETARIA DE ESTADO DA ADMINISTRAÇÃO PENITENCIÁRIA 46.0 1.739130 9.398427 0.0 0.0 0.0 1.00 64.0
SECRETARIA DE ESTADO DA AGRICULTURA FAMILIAR E DO DESENVOLVIMENTO DO SEMI-ARIDO 5.0 0.000000 0.000000 0.0 0.0 0.0 0.00 0.0
SECRETARIA DE ESTADO DA COMUNICAÇÃO INSTITUCIONAL 11.0 0.090909 0.301511 0.0 0.0 0.0 0.00 1.0
SECRETARIA DE ESTADO DA CULTURA 18.0 0.777778 0.427793 0.0 1.0 1.0 1.00 1.0
... ... ... ... ... ... ... ... ...
SEDS/DEPARTAMENTO ESTADUAL DE TRÂNSITO 18.0 0.277778 0.460889 0.0 0.0 0.0 0.75 1.0
SEE/FUNDAÇÃO CENTRO INTEGRADO DE APOIO AO PORTADOR DE DEFICIÊNCIA 51.0 0.235294 0.428403 0.0 0.0 0.0 0.00 1.0
SEE/UNIVERSIDADE ESTADUAL DA PARAÍBA 52.0 0.134615 0.344642 0.0 0.0 0.0 0.00 1.0
SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA 193.0 0.233161 0.447841 0.0 0.0 0.0 0.00 2.0
SEIE/COMPANHIA DOCAS DA PARAÍBA 30.0 0.000000 0.000000 0.0 0.0 0.0 0.00 0.0
SEIE/COMPANHIA PARAIBANA DE GÁS 18.0 0.000000 0.000000 0.0 0.0 0.0 0.00 0.0
SEIE/DEPARTAMENTO DE ESTRADAS DE RODAGEM 108.0 0.537037 0.500951 0.0 0.0 1.0 1.00 1.0
SEIE/SUPERINTENDÊNCIA DE OBRAS DO PLANO DE DESENVOLVIMENTO DO ESTADO 61.0 0.131148 0.340363 0.0 0.0 0.0 0.00 1.0
SEJEL/FUNDO DE APOIO AO ESPORTE E LASER 14.0 0.500000 0.650444 0.0 0.0 0.0 1.00 2.0
SEPLAG/INSTITUTO DE DESENVOLVIMENTO MUNICIPAL E ESTADUAL 1.0 0.000000 NaN 0.0 0.0 0.0 0.00 0.0
SES/AGÊNCIA ESTADUAL DE VIGILÂNCIA SANITÁRIA 10.0 0.000000 0.000000 0.0 0.0 0.0 0.00 0.0
SES/CENTRO DE ODONTOLOGIA CRUZ DAS ARMAS 18.0 0.000000 0.000000 0.0 0.0 0.0 0.00 0.0
SES/COMPLEXO DE SAÚDE ARLINDA MARQUES 22.0 0.000000 0.000000 0.0 0.0 0.0 0.00 0.0
SES/COMPLEXO DE SAÚDE DE CAJAZEIRAS 3.0 0.000000 0.000000 0.0 0.0 0.0 0.00 0.0
SES/COMPLEXO DE SAÚDE DE CRUZ DAS ARMAS 142.0 0.000000 0.000000 0.0 0.0 0.0 0.00 0.0
SES/COMPLEXO DE SAÚDE DE GUARABIRA 71.0 3.887324 32.274957 0.0 0.0 0.0 0.00 272.0
SES/COMPLEXO DE SAÚDE DE PICUÍ 62.0 0.064516 0.247676 0.0 0.0 0.0 0.00 1.0
SES/COMPLEXO DE SAÚDE JULIANO MOREIRA 69.0 0.000000 0.000000 0.0 0.0 0.0 0.00 0.0
SES/HEMOCENTRO DA PARAÍBA 58.0 0.000000 0.000000 0.0 0.0 0.0 0.00 0.0
SES/HOSPITAL DE TRAUMAS DE CAMPINA GRANDE 3.0 0.000000 0.000000 0.0 0.0 0.0 0.00 0.0
SES/HOSPITAL DISTRITAL DR. JOSE GOMES DA SILVA 66.0 0.000000 0.000000 0.0 0.0 0.0 0.00 0.0
SES/HOSPITAL DISTRITAL FRANCISCO BENTO CABRAL - AGUIAR 28.0 0.571429 0.503953 0.0 0.0 1.0 1.00 1.0
SES/HOSPITAL INFANTIL DE PATOS 1.0 0.000000 NaN 0.0 0.0 0.0 0.00 0.0
SES/HOSPITAL REGIONAL WENCESLAU LOPES - PIANCO 1.0 0.000000 NaN 0.0 0.0 0.0 0.00 0.0
SES/LABORATÓRIO INDUSTRIAL FARMACÊUTICO DA PARAÍBA S/A 2.0 0.000000 0.000000 0.0 0.0 0.0 0.00 0.0
SETDE/COMPANHIA DE INDUSTRIALIZAÇÃO DO ESTADO DA PARAÍBA 27.0 1.037037 1.652073 0.0 0.5 1.0 1.00 9.0
SETDE/EMPRESA PARAIBANA DE TURISMO S/A 3.0 0.666667 0.577350 0.0 0.5 1.0 1.00 1.0
SETDE/FUNDO ESTADUAL DE APOIO AO EMPREENDEDORISMO - EMPREENDER PB 9.0 0.888889 0.333333 0.0 1.0 1.0 1.00 1.0
SETDE/INSTITUTO DE METROLOGIA E QUALIDADE INDUSTRIAL DA PARAÍBA 28.0 0.535714 1.527092 0.0 0.0 0.0 1.00 8.0
SETDE/JUNTA COMERCIAL DO ESTADO DA PARAIBA 7.0 0.000000 0.000000 0.0 0.0 0.0 0.00 0.0

82 rows × 8 columns

In [66]:
import seaborn as sns
import matplotlib.pyplot as plt
df_descricao_licita = (df_licitacoes['Nº PARTIC.']
                       .sort_values('count',ascending=False))
df_descricao_licita = df_descricao_licita.head(20)
df_descricao_licita
Out[66]:
count mean std min 25% 50% 75% max
ÓRGÃO
SECRETARIA DE ESTADO DE DESENVOLVIMENTO HUMANO 291.0 0.298969 1.071560 0.0 0.0 0.0 0.0 17.0
SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA 193.0 0.233161 0.447841 0.0 0.0 0.0 0.0 2.0
SECRETARIA DE ESTADO DA ADMINISTRAÇÃO 152.0 8.875000 47.824778 0.0 0.0 0.0 0.0 515.0
SECRETARIA DE ESTADO DA SAÚDE 151.0 0.165563 0.372925 0.0 0.0 0.0 0.0 1.0
SES/COMPLEXO DE SAÚDE DE CRUZ DAS ARMAS 142.0 0.000000 0.000000 0.0 0.0 0.0 0.0 0.0
SEDAP/EMPRESA PARAIBANA DE ABASTECIMENTO E SERVIÇOS AGRÍCOLAS 126.0 0.055556 0.229976 0.0 0.0 0.0 0.0 1.0
SEIE/DEPARTAMENTO DE ESTRADAS DE RODAGEM 108.0 0.537037 0.500951 0.0 0.0 1.0 1.0 1.0
SECRETARIA DE ESTADO DA RECEITA 101.0 0.178218 0.455983 0.0 0.0 0.0 0.0 3.0
SES/COMPLEXO DE SAÚDE DE GUARABIRA 71.0 3.887324 32.274957 0.0 0.0 0.0 0.0 272.0
SES/COMPLEXO DE SAÚDE JULIANO MOREIRA 69.0 0.000000 0.000000 0.0 0.0 0.0 0.0 0.0
SES/HOSPITAL DISTRITAL DR. JOSE GOMES DA SILVA 66.0 0.000000 0.000000 0.0 0.0 0.0 0.0 0.0
SEC/FUNDAÇÃO ESPAÇO CULTURAL DA PARAÍBA 65.0 0.092308 0.291712 0.0 0.0 0.0 0.0 1.0
SES/COMPLEXO DE SAÚDE DE PICUÍ 62.0 0.064516 0.247676 0.0 0.0 0.0 0.0 1.0
SEIE/SUPERINTENDÊNCIA DE OBRAS DO PLANO DE DESENVOLVIMENTO DO ESTADO 61.0 0.131148 0.340363 0.0 0.0 0.0 0.0 1.0
SES/HEMOCENTRO DA PARAÍBA 58.0 0.000000 0.000000 0.0 0.0 0.0 0.0 0.0
SEE/UNIVERSIDADE ESTADUAL DA PARAÍBA 52.0 0.134615 0.344642 0.0 0.0 0.0 0.0 1.0
SEE/FUNDAÇÃO CENTRO INTEGRADO DE APOIO AO PORTADOR DE DEFICIÊNCIA 51.0 0.235294 0.428403 0.0 0.0 0.0 0.0 1.0
SECRETARIA DE ESTADO DA ADMINISTRAÇÃO PENITENCIÁRIA 46.0 1.739130 9.398427 0.0 0.0 0.0 1.0 64.0
SEAD/INSTITUTO DE ASSISTÊNCIA À SAÚDE DO SERVIDOR 46.0 2.630435 14.534799 0.0 0.0 0.0 1.0 99.0
SEC/FUNDAÇÃO CASA DE JOSÉ AMÉRICO 44.0 0.590909 0.497350 0.0 0.0 1.0 1.0 1.0
In [67]:
g = sns.barplot(x='count', y=df_descricao_licita.index, 
                data=df_descricao_licita)
plt.show()
In [68]:
df_descricao_licita = df_descricao_licita.reset_index()
melted_df = pd.melt(df_descricao_licita,
                    id_vars='ÓRGÃO',
                    value_vars=['count','mean','std'])
melted_df
Out[68]:
ÓRGÃO variable value
0 SECRETARIA DE ESTADO DE DESENVOLVIMENTO HUMANO count 291.000000
1 SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA count 193.000000
2 SECRETARIA DE ESTADO DA ADMINISTRAÇÃO count 152.000000
3 SECRETARIA DE ESTADO DA SAÚDE count 151.000000
4 SES/COMPLEXO DE SAÚDE DE CRUZ DAS ARMAS count 142.000000
5 SEDAP/EMPRESA PARAIBANA DE ABASTECIMENTO E SERVIÇOS AGRÍCOLAS count 126.000000
6 SEIE/DEPARTAMENTO DE ESTRADAS DE RODAGEM count 108.000000
7 SECRETARIA DE ESTADO DA RECEITA count 101.000000
8 SES/COMPLEXO DE SAÚDE DE GUARABIRA count 71.000000
9 SES/COMPLEXO DE SAÚDE JULIANO MOREIRA count 69.000000
10 SES/HOSPITAL DISTRITAL DR. JOSE GOMES DA SILVA count 66.000000
11 SEC/FUNDAÇÃO ESPAÇO CULTURAL DA PARAÍBA count 65.000000
12 SES/COMPLEXO DE SAÚDE DE PICUÍ count 62.000000
13 SEIE/SUPERINTENDÊNCIA DE OBRAS DO PLANO DE DESENVOLVIMENTO DO ESTADO count 61.000000
14 SES/HEMOCENTRO DA PARAÍBA count 58.000000
15 SEE/UNIVERSIDADE ESTADUAL DA PARAÍBA count 52.000000
16 SEE/FUNDAÇÃO CENTRO INTEGRADO DE APOIO AO PORTADOR DE DEFICIÊNCIA count 51.000000
17 SECRETARIA DE ESTADO DA ADMINISTRAÇÃO PENITENCIÁRIA count 46.000000
18 SEAD/INSTITUTO DE ASSISTÊNCIA À SAÚDE DO SERVIDOR count 46.000000
19 SEC/FUNDAÇÃO CASA DE JOSÉ AMÉRICO count 44.000000
20 SECRETARIA DE ESTADO DE DESENVOLVIMENTO HUMANO mean 0.298969
21 SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA mean 0.233161
22 SECRETARIA DE ESTADO DA ADMINISTRAÇÃO mean 8.875000
23 SECRETARIA DE ESTADO DA SAÚDE mean 0.165563
24 SES/COMPLEXO DE SAÚDE DE CRUZ DAS ARMAS mean 0.000000
25 SEDAP/EMPRESA PARAIBANA DE ABASTECIMENTO E SERVIÇOS AGRÍCOLAS mean 0.055556
26 SEIE/DEPARTAMENTO DE ESTRADAS DE RODAGEM mean 0.537037
27 SECRETARIA DE ESTADO DA RECEITA mean 0.178218
28 SES/COMPLEXO DE SAÚDE DE GUARABIRA mean 3.887324
29 SES/COMPLEXO DE SAÚDE JULIANO MOREIRA mean 0.000000
30 SES/HOSPITAL DISTRITAL DR. JOSE GOMES DA SILVA mean 0.000000
31 SEC/FUNDAÇÃO ESPAÇO CULTURAL DA PARAÍBA mean 0.092308
32 SES/COMPLEXO DE SAÚDE DE PICUÍ mean 0.064516
33 SEIE/SUPERINTENDÊNCIA DE OBRAS DO PLANO DE DESENVOLVIMENTO DO ESTADO mean 0.131148
34 SES/HEMOCENTRO DA PARAÍBA mean 0.000000
35 SEE/UNIVERSIDADE ESTADUAL DA PARAÍBA mean 0.134615
36 SEE/FUNDAÇÃO CENTRO INTEGRADO DE APOIO AO PORTADOR DE DEFICIÊNCIA mean 0.235294
37 SECRETARIA DE ESTADO DA ADMINISTRAÇÃO PENITENCIÁRIA mean 1.739130
38 SEAD/INSTITUTO DE ASSISTÊNCIA À SAÚDE DO SERVIDOR mean 2.630435
39 SEC/FUNDAÇÃO CASA DE JOSÉ AMÉRICO mean 0.590909
40 SECRETARIA DE ESTADO DE DESENVOLVIMENTO HUMANO std 1.071560
41 SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA std 0.447841
42 SECRETARIA DE ESTADO DA ADMINISTRAÇÃO std 47.824778
43 SECRETARIA DE ESTADO DA SAÚDE std 0.372925
44 SES/COMPLEXO DE SAÚDE DE CRUZ DAS ARMAS std 0.000000
45 SEDAP/EMPRESA PARAIBANA DE ABASTECIMENTO E SERVIÇOS AGRÍCOLAS std 0.229976
46 SEIE/DEPARTAMENTO DE ESTRADAS DE RODAGEM std 0.500951
47 SECRETARIA DE ESTADO DA RECEITA std 0.455983
48 SES/COMPLEXO DE SAÚDE DE GUARABIRA std 32.274957
49 SES/COMPLEXO DE SAÚDE JULIANO MOREIRA std 0.000000
50 SES/HOSPITAL DISTRITAL DR. JOSE GOMES DA SILVA std 0.000000
51 SEC/FUNDAÇÃO ESPAÇO CULTURAL DA PARAÍBA std 0.291712
52 SES/COMPLEXO DE SAÚDE DE PICUÍ std 0.247676
53 SEIE/SUPERINTENDÊNCIA DE OBRAS DO PLANO DE DESENVOLVIMENTO DO ESTADO std 0.340363
54 SES/HEMOCENTRO DA PARAÍBA std 0.000000
55 SEE/UNIVERSIDADE ESTADUAL DA PARAÍBA std 0.344642
56 SEE/FUNDAÇÃO CENTRO INTEGRADO DE APOIO AO PORTADOR DE DEFICIÊNCIA std 0.428403
57 SECRETARIA DE ESTADO DA ADMINISTRAÇÃO PENITENCIÁRIA std 9.398427
58 SEAD/INSTITUTO DE ASSISTÊNCIA À SAÚDE DO SERVIDOR std 14.534799
59 SEC/FUNDAÇÃO CASA DE JOSÉ AMÉRICO std 0.497350
In [69]:
f, ax = plt.subplots(figsize=(6, 15))
g = sns.barplot(x='value', y='ÓRGÃO', hue='variable', 
                data=melted_df)
g.tick_params(labelsize=14,labelcolor='black')
plt.legend(loc='upper right')
Out[69]:
<matplotlib.legend.Legend at 0x164120b4780>
In [70]:
plt.show()
In [71]:
df_descricao_licita = df_licitacoes['Nº PARTIC.'].sort_values('mean',ascending=False)
df_descricao_licita = df_descricao_licita.reset_index()
melted_df = pd.melt(df_descricao_licita.head(20), id_vars='ÓRGÃO', value_vars=['count','mean','std'])
f, ax = plt.subplots(figsize=(6, 15))
g = sns.barplot(x='value', y='ÓRGÃO', hue='variable', 
                data=melted_df)
g.tick_params(labelsize=14,labelcolor='black')
plt.legend(loc='upper right')
Out[71]:
<matplotlib.legend.Legend at 0x164126e4710>
In [72]:
plt.show()

MAPAS COROPLÉTICOS (CHOROPLETHS)

In [73]:
import folium #leaflet.js
mapa = folium.Map(location=[-7, -36.5],
                   tiles='Mapbox bright', zoom_start=8) #'Mapbox Control Room'
mapa.choropleth(geo_path='municipios_pb.json', fill_color='#3186cc')
mapa
Out[73]:
In [74]:
import unicodedata

def strip_accents(s):
    s = s.upper()
    return ''.join(c for c in unicodedata.normalize('NFD', s)
                  if unicodedata.category(c) != 'Mn')
df_municipios['Município'] = df_municipios['Município'].apply(strip_accents)
df_municipios.info()
df_municipios
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 223 entries, 0 to 222
Data columns (total 5 columns):
Localização     0 non-null float64
Município       223 non-null object
Área (km²)      223 non-null int64
Mesorregião     223 non-null object
Microrregião    223 non-null object
dtypes: float64(1), int64(1), object(3)
memory usage: 8.8+ KB
Out[74]:
Localização Município Área (km²) Mesorregião Microrregião
0 NaN AGUA BRANCA 220648 Sertão Paraibano Serra do Teixeira
1 NaN AGUIAR 344691 Sertão Paraibano Piancó
2 NaN ALAGOA GRANDE 320558 Agreste Paraibano Brejo Paraibano
3 NaN ALAGOA NOVA 122254 Agreste Paraibano Brejo Paraibano
4 NaN ALAGOINHA 85060 Agreste Paraibano Guarabira
5 NaN ALCANTIL 305391 Borborema Cariri Oriental
6 NaN ALGODAO DE JANDAIRA 220246 Agreste Paraibano Curimataú Ocidental
7 NaN ALHANDRA 182656 Mata Paraibana Litoral Sul
8 NaN AMPARO 121983 Borborema Cariri Ocidental
9 NaN APARECIDA 229153 Sertão Paraibano Sousa
10 NaN ARACAGI 229722 Agreste Paraibano Guarabira
11 NaN ARARA 99112 Agreste Paraibano Curimataú Ocidental
12 NaN ARARUNA 245720 Agreste Paraibano Curimataú Oriental
13 NaN AREIA 269424 Agreste Paraibano Brejo Paraibano
14 NaN AREIA DE BARAUNAS 96342 Sertão Paraibano Patos
15 NaN AREIAL 33935 Agreste Paraibano Esperança
16 NaN AROEIRAS 374674 Agreste Paraibano Umbuzeiro
17 NaN ASSUNCAO 126427 Borborema Cariri Ocidental
18 NaN BAIA DA TRAICAO 102364 Mata Paraibana Litoral Norte
19 NaN BANANEIRAS 257981 Agreste Paraibano Brejo Paraibano
20 NaN BARAUNA 50577 Borborema Seridó Oriental Paraibano
21 NaN BARRA DE SANTA ROSA 825097 Agreste Paraibano Curimataú Ocidental
22 NaN BARRA DE SANTANA 369290 Borborema Cariri Oriental
23 NaN BARRA DE SAO MIGUEL 595205 Borborema Cariri Oriental
24 NaN BAYEUX 31784 Mata Paraibana João Pessoa
25 NaN BELEM 100143 Agreste Paraibano Guarabira
26 NaN BELEM DO BREJO DO CRUZ 603038 Sertão Paraibano Catolé do Rocha
27 NaN BERNARDINO BATISTA 50628 Sertão Paraibano Cajazeiras
28 NaN BOA VENTURA 132136 Sertão Paraibano Itaporanga
29 NaN BOA VISTA 476539 Agreste Paraibano Campina Grande
... ... ... ... ... ...
193 NaN SAO MAMEDE 530724 Borborema Seridó Ocidental Paraibano
194 NaN SAO MIGUEL DE TAIPU 92524 Mata Paraibana Sapé
195 NaN SAO SEBASTIAO DE LAGOA DE ROCA 49882 Agreste Paraibano Esperança
196 NaN SAO SEBASTIAO DO UMBUZEIRO 460569 Borborema Cariri Ocidental
197 NaN SAPE 316330 Mata Paraibana Sapé
198 NaN SAO VICENTE DO SERIDO 276460 Borborema Seridó Oriental Paraibano
199 NaN SERRA BRANCA 737743 Borborema Cariri Ocidental
200 NaN SERRA DA RAIZ 28984 Agreste Paraibano Guarabira
201 NaN SERRA GRANDE 83473 Sertão Paraibano Itaporanga
202 NaN SERRA REDONDA 55906 Agreste Paraibano Campina Grande
203 NaN SERRARIA 75397 Agreste Paraibano Brejo Paraibano
204 NaN SERTAOZINHO 32798 Agreste Paraibano Guarabira
205 NaN SOBRADO 63093 Mata Paraibana Sapé
206 NaN SOLANEA 265921 Agreste Paraibano Curimataú Oriental
207 NaN SOLEDADE 560062 Agreste Paraibano Curimataú Ocidental
208 NaN SOSSEGO 154795 Agreste Paraibano Curimataú Ocidental
209 NaN SOUSA 842487 Sertão Paraibano Sousa
210 NaN SUME 838058 Borborema Cariri Ocidental
211 NaN TACIMA 246656 Agreste Paraibano Curimataú Oriental
212 NaN TAPEROA 639959 Borborema Cariri Ocidental
213 NaN TAVARES 228599 Sertão Paraibano Serra do Teixeira
214 NaN TEIXEIRA 114437 Sertão Paraibano Serra do Teixeira
215 NaN TENORIO 105270 Borborema Seridó Oriental Paraibano
216 NaN TRIUNFO 222947 Sertão Paraibano Cajazeiras
217 NaN UIRAUNA 294495 Sertão Paraibano Cajazeiras
218 NaN UMBUZEIRO 180872 Agreste Paraibano Umbuzeiro
219 NaN VARZEA 190444 Borborema Seridó Ocidental Paraibano
220 NaN VIEIROPOLIS 146778 Sertão Paraibano Sousa
221 NaN VISTA SERRANA 61361 Sertão Paraibano Sousa
222 NaN ZABELE 109394 Borborema Cariri Ocidental

223 rows × 5 columns

In [75]:
pb_map = folium.Map(location=[-7, -36.5],
                   tiles='Mapbox Bright', zoom_start=8)
pb_map.choropleth(
             geo_path='municipios_pb.json', data=df_municipios,
             columns=['Município', 'Área (km²)'],
             key_on='feature.properties.name',
             threshold_scale = list(range(0,
                                          986_370,
                                          165_000)),
             fill_color='YlOrRd', 
                 )
In [76]:
pb_map
Out[76]:
In [77]:
from bokeh.io import curdoc, output_notebook, show
from bokeh.models import (GeoJSONDataSource,HoverTool, 
                          LogColorMapper,ColorBar    )
from bokeh.plotting import figure
from bokeh.palettes import Viridis256 as palette
output_notebook()
'https://www.beneficiossociais.caixa.gov.br/consulta/beneficio/04.01.00-00_00.asp'
with open('bolsa_familia_pb.txt','r') as f:
    texto = f.read()
print(texto[:300])

texto = texto.replace(' Download','').split('\n')
texto = [x.strip() for x in texto]
texto = [[x[:x.rfind(' ')].strip()
          ,int(x[x.rfind(' '):].replace('.','').strip())]
         for x in texto[1:]]
def corrige_municipio(x):
    if x == 'SANTAREM':
        return 'JOCA CLAUDINO'
    return x
df_bf = pd.DataFrame(texto, columns = ['Município','Total_BF'])
df_bf['Município'] = df_bf['Município'].apply(corrige_municipio)
df_bf
Loading BokehJS ...
Nome município Qtde. famílias atendidas Download 
 AGUA BRANCA  1.673 Download 
 AGUIAR  887 Download 
 ALAGOA GRANDE  4.726 Download 
 ALAGOA NOVA  2.527 Download 
 ALAGOINHA  2.125 Download 
 ALCANTIL  764 Download 
 ALGODAO DE JANDAIRA  525 Download 
 ALHANDRA  3.488 Download 
 AMPARO  475 Downlo
Out[77]:
Município Total_BF
0 AGUA BRANCA 1673
1 AGUIAR 887
2 ALAGOA GRANDE 4726
3 ALAGOA NOVA 2527
4 ALAGOINHA 2125
5 ALCANTIL 764
6 ALGODAO DE JANDAIRA 525
7 ALHANDRA 3488
8 AMPARO 475
9 APARECIDA 1182
10 ARACAGI 2920
11 ARARA 1822
12 ARARUNA 2726
13 AREIA 3461
14 AREIA DE BARAUNAS 305
15 AREIAL 1136
16 AROEIRAS 3555
17 ASSUNCAO 726
18 BAIA DA TRAICAO 1536
19 BANANEIRAS 3428
20 BARAUNA 933
21 BARRA DE SANTA ROSA 2602
22 BARRA DE SANTANA 1132
23 BARRA DE SAO MIGUEL 1054
24 BAYEUX 10324
25 BELEM 2557
26 BELEM DO BREJO DO CRUZ 1227
27 BERNARDINO BATISTA 551
28 BOA VENTURA 1015
29 BOA VISTA 814
... ... ...
193 SAO MAMEDE 1070
194 SAO MIGUEL DE TAIPU 1368
195 SAO SEBASTIAO DE LAGOA DE ROCA 1541
196 SAO SEBASTIAO DO UMBUZEIRO 531
197 SAO VICENTE DO SERIDO 1900
198 SAPE 8813
199 SERRA BRANCA 2076
200 SERRA DA RAIZ 385
201 SERRA GRANDE 534
202 SERRA REDONDA 1057
203 SERRARIA 1054
204 SERTAOZINHO 590
205 SOBRADO 1590
206 SOLANEA 4547
207 SOLEDADE 2144
208 SOSSEGO 605
209 SOUSA 10399
210 SUME 2733
211 TACIMA 1544
212 TAPEROA 2714
213 TAVARES 2350
214 TEIXEIRA 3030
215 TENORIO 446
216 TRIUNFO 1602
217 UIRAUNA 2021
218 UMBUZEIRO 1390
219 VARZEA 315
220 VIEIROPOLIS 857
221 VISTA SERRANA 603
222 ZABELE 348

223 rows × 2 columns

In [79]:
import geopandas as gpd
grid = gpd.read_file('municipios_pb.json')
def coordenadas_poligono(row, coord_type):
    exterior = row['geometry'].exterior
    if coord_type == 'x':
        return list( exterior.coords.xy[0] )
    elif coord_type == 'y':
        return list( exterior.coords.xy[1] )
df_mapa = pd.merge(grid,df_bf, left_on='name', right_on='Município')
df_mapa['xs'] = grid.apply(coordenadas_poligono, coord_type='x', axis=1)
df_mapa['ys'] = grid.apply(coordenadas_poligono, coord_type='y', axis=1)
geo_source = GeoJSONDataSource(geojson=df_mapa.to_json())
palette.reverse()
color_mapper = LogColorMapper(palette=palette, 
                                 low=df_bf['Total_BF'].min(), 
                                 high=df_bf['Total_BF'].max())
p = figure(title='Bolsa Família - Total por Município', 
           tools='pan,wheel_zoom,box_zoom,reset,hover,save',
           x_axis_location=None, y_axis_location=None,
           width=850, height = 550)
p.grid.grid_line_color = None
p.patches('xs', 'ys', source=geo_source,
          fill_color={'field': 'Total_BF','transform':color_mapper},
          fill_alpha=0.7, line_color='white', line_width=0.5)
hover = p.select_one(HoverTool)
hover.point_policy = 'follow_mouse'
hover.tooltips = [('Name: ', '@name'),
                  ('Total de Bolsa Família: ', '@Total_BF')]
color_bar = ColorBar(color_mapper=color_mapper, 
                     label_standoff=12, border_line_color=None, location=(0,0))
p.add_layout(color_bar, 'right')
In [80]:
show(p)
W-1005 (SNAPPED_TOOLBAR_ANNOTATIONS): Snapped toolbars and annotations on the same side MAY overlap visually: Figure(id='b63edbb9-7c20-4627-abdf-665f759c8d50', ...)
In [81]:
'HTML'
'Lista de municípios da Paraíba por população'
df_municipios = pd.read_html("Lista de municípios da Paraíba por população – Wikipédia, a enciclopédia livre.html")
df_municipios = df_municipios[1]
df_municipios.columns = df_municipios.columns.droplevel(1)
df_municipios = df_municipios[['Município','População']].dropna(subset=['Município']).reset_index(drop=True)
def corretor(x):
    return int(x.replace(u'\xa0','').replace(' ',''))
df_municipios['Populacao'] = df_municipios['População'].apply(corretor)
del df_municipios['População']
df_municipios['Município'] = df_municipios['Município'].str.upper().apply(strip_accents)
df_municipios = pd.merge(df_municipios,df_bf, how='outer', on='Município')
df_municipios['media'] = (df_municipios['Total_BF'] / df_municipios['Populacao']) * 100
df_municipios
Out[81]:
Município Populacao Total_BF media
0 JOAO PESSOA 801718 55906 6.973275
1 CAMPINA GRANDE 407754 27696 6.792331
2 SANTA RITA 135917 16045 11.804999
3 PATOS 107067 9896 9.242811
4 BAYEUX 96583 10324 10.689252
5 SOUSA 69196 10399 15.028325
6 CABEDELO 66858 5430 8.121691
7 CAJAZEIRAS 61816 7606 12.304258
8 GUARABIRA 58529 5197 8.879359
9 SAPE 52463 8813 16.798506
10 MAMANGUAPE 44694 6235 13.950418
11 QUEIMADAS 43945 6779 15.426101
12 SAO BENTO 33847 3369 9.953615
13 MONTEIRO 33039 5187 15.699628
14 ESPERANCA 33031 4948 14.979867
15 POMBAL 32739 4501 13.748129
16 CATOLE DO ROCHA 30360 4010 13.208169
17 ALAGOA GRANDE 28604 4726 16.522165
18 PEDRAS DE FOGO 28395 4277 15.062511
19 LAGOA SECA 27398 3575 13.048398
20 SOLANEA 26551 4547 17.125532
21 ITAPORANGA 24674 2646 10.723839
22 ITABAIANA 24519 4637 18.911864
23 CONDE 24380 4177 17.132896
24 RIO TINTO 24090 3902 16.197592
25 PRINCESA ISABEL 23247 3188 13.713597
26 AREIA 22940 3461 15.087184
27 MARI 21806 3567 16.357883
28 CAAPORA 21717 3862 17.783303
29 BANANEIRAS 21195 3428 16.173626
... ... ... ... ...
193 SAO SEBASTIAO DO UMBUZEIRO 3469 531 15.307005
194 GURJAO 3407 509 14.939830
195 BERNARDINO BATISTA 3398 551 16.215421
196 SAO FRANCISCO 3369 481 14.277234
197 CAJAZEIRINHAS 3181 709 22.288588
198 SERRA DA RAIZ 3137 385 12.272872
199 SAO DOMINGOS 3091 421 13.620188
200 SERRA GRANDE 3089 534 17.287148
201 TENORIO 3039 446 14.675880
202 OURO VELHO 3033 562 18.529509
203 FREI MARTINHO 2988 402 13.453815
204 MATO GROSSO 2892 390 13.485477
205 VARZEA 2784 315 11.314655
206 LASTRO 2745 504 18.360656
207 JOCA CLAUDINO 2685 411 15.307263
208 CARRAPATEIRA 2635 338 12.827324
209 SAO DOMINGOS DO CARIRI 2582 332 12.858249
210 BOM JESUS 2550 403 15.803922
211 SANTO ANDRE 2529 396 15.658363
212 CURRAL VELHO 2520 404 16.031746
213 ALGODAO DE JANDAIRA 2488 525 21.101286
214 PASSAGEM 2404 412 17.138103
215 AMPARO 2229 475 21.310004
216 ZABELE 2227 348 15.626403
217 AREIA DE BARAUNAS 2137 305 14.272344
218 RIACHO DE SANTO ANTONIO 1955 317 16.214834
219 QUIXABA 1933 298 15.416451
220 COXIXOLA 1909 367 19.224725
221 SAO JOSE DO BREJO DO CRUZ 1793 267 14.891244
222 PARARI 1782 241 13.524130

223 rows × 4 columns

In [82]:
from bokeh.palettes import Inferno256 as palette
import geopandas as gpd
grid = gpd.read_file('municipios_pb.json')
def coordenadas_poligono(row, coord_type):
    exterior = row['geometry'].exterior
    if coord_type == 'x':
        return list( exterior.coords.xy[0] )
    elif coord_type == 'y':
        return list( exterior.coords.xy[1] )
df_mapa = pd.merge(grid,df_municipios, left_on='name', right_on='Município')
df_mapa['xs'] = grid.apply(coordenadas_poligono, coord_type='x', axis=1)
df_mapa['ys'] = grid.apply(coordenadas_poligono, coord_type='y', axis=1)
geo_source = GeoJSONDataSource(geojson=df_mapa.to_json())
df_mapa
Out[82]:
description geometry id name Município Populacao Total_BF media xs ys
0 Água Branca POLYGON ((-37.7037601546 -7.3731762414, -37.6923221715 -7.3789316639, -37.6719736902 -7.3764651899, -37.6494786532 -7.4022367778, -37.641650307 -7.4119640252, -37.6119253302 -7.4110296802, -37.6085388856 -7.4107184445, -37.5953212301 -7.4170073756, -37.5929918014 -7.4285712765, -37.5703127562 -7.4534823691, -37.5699295473 -7.4539016767, -37.5681986374 -7.4558030883, -37.5736748347 -7.4588626178, -37.5654147836 -7.4825074645, -37.5714470389 -7.4886916125, -37.5714383226 -7.4887060808, -37.5863839038 -7.4987013277, -37.609424848 -7.5076244139, -37.6110274017 -7.5181609511, -37.6195985696 -7.525472144, -37.6300320777 -7.5321036347, -37.6441957015 -7.529470874, -37.6494814782 -7.5299032733, -37.6591834592 -7.5227299678, -37.6762883962 -7.5352063875, -37.6818043504 -7.5479685062, -37.7061598515 -7.5501762792, -37.7097420287 -7.559118288, -37.7062251895 -7.5690591348, -37.7106646044 -7.5733453956, -37.7206845884 -7.5814852006, -37.7283852612 -7.5793224273, -37.7346032968 -7.5968071907, -37.7494153443 -7.5662349877, -37.7494232327 -7.556327126, -37.7320730976 -7.5448793626, -37.7270117305 -7.5414996609, -37.7052942352 -7.4759948791, -37.7005479159 -7.4616872929, -37.7109791446 -7.4362924428, -37.7264611165 -7.4318823705, -37.7243169838 -7.4087413043, -37.7269126683 -7.3937490633, -37.7201185461 -7.3844369027, -37.7210160789 -7.381921767, -37.7111934552 -7.3811083963, -37.7065070986 -7.3850485924, -37.7037601546 -7.3731762414)) 2500106 AGUA BRANCA AGUA BRANCA 10172 1673 16.447110 [-37.7037601546, -37.6923221715, -37.6719736902, -37.6494786532, -37.641650307, -37.6119253302, -37.6085388856, -37.5953212301, -37.5929918014, -37.5703127562, -37.5699295473, -37.5681986374, -37.5736748347, -37.5654147836, -37.5714470389, -37.5714383226, -37.5863839038, -37.609424848, -37.6110274017, -37.6195985696, -37.6300320777, -37.6441957015, -37.6494814782, -37.6591834592, -37.6762883962, -37.6818043504, -37.7061598515, -37.7097420287, -37.7062251895, -37.7106646044, -37.7206845884, -37.7283852612, -37.7346032968, -37.7494153443, -37.7494232327, -37.7320730976, -37.7270117305, -37.7052942352, -37.7005479159, -37.7109791446, -37.7264611165, -37.7243169838, -37.7269126683, -37.7201185461, -37.7210160789, -37.7111934552, -37.7065070986, -37.7037601546] [-7.3731762414, -7.3789316639, -7.3764651899, -7.4022367778, -7.4119640252, -7.4110296802, -7.4107184445, -7.4170073756, -7.4285712765, -7.4534823691, -7.4539016767, -7.4558030883, -7.4588626178, -7.4825074645, -7.4886916125, -7.4887060808, -7.4987013277, -7.5076244139, -7.5181609511, -7.525472144, -7.5321036347, -7.529470874, -7.5299032733, -7.5227299678, -7.5352063875, -7.5479685062, -7.5501762792, -7.559118288, -7.5690591348, -7.5733453956, -7.5814852006, -7.5793224273, -7.5968071907, -7.5662349877, -7.556327126, -7.5448793626, -7.5414996609, -7.4759948791, -7.4616872929, -7.4362924428, -7.4318823705, -7.4087413043, -7.3937490633, -7.3844369027, -7.381921767, -7.3811083963, -7.3850485924, -7.3731762414]
1 Aguiar POLYGON ((-38.2050358822 -7.0098057424, -38.1562922235 -7.0094375272, -38.1322238322 -7.0077362418, -38.0896716242 -7.0124371674, -38.0887476125 -7.0146317483, -38.0582177878 -7.0870471685, -38.0912735245 -7.0902680948, -38.0946079239 -7.09077024, -38.0979223255 -7.0864594293, -38.1064438639 -7.0875245786, -38.123621175 -7.0863244389, -38.1297215025 -7.0901588646, -38.1335411344 -7.087390803, -38.1432092027 -7.0878412339, -38.1531707468 -7.0989576354, -38.160561963 -7.1080540878, -38.1754316203 -7.1077982607, -38.1810008959 -7.1185120965, -38.186790977 -7.1179338574, -38.1876060414 -7.1141185101, -38.1980996766 -7.12030449, -38.2041615937 -7.1198265415, -38.2324883693 -7.1311331812, -38.2313189405 -7.1463035203, -38.2271360122 -7.1510627406, -38.1717592648 -7.1605464484, -38.2300981144 -7.1571372734, -38.2426435124 -7.1669086937, -38.2720321164 -7.1774041446, -38.2912173432 -7.1748459785, -38.2953557028 -7.1574942546, -38.2954837782 -7.1564247015, -38.2944346221 -7.1446878671, -38.2839587381 -7.1291007647, -38.3014740415 -7.1272298407, -38.3309449134 -7.1421876326, -38.3310545726 -7.1158690322, -38.3310906128 -7.1070371524, -38.3312760472 -7.1062615273, -38.3215496995 -7.0962323883, -38.3178999077 -7.0839730864, -38.3095003898 -7.0823303145, -38.3353457964 -7.0638536703, -38.3223590445 -7.0623248647, -38.2976509033 -7.0360412964, -38.2838564357 -7.011640103, -38.2771316075 -7.0039251053, -38.2622779384 -6.9928333899, -38.2536951109 -6.994296574, -38.2299128824 -7.0027129498, -38.2050358822 -7.0098057424)) 2500205 AGUIAR AGUIAR 5567 887 15.933178 [-38.2050358822, -38.1562922235, -38.1322238322, -38.0896716242, -38.0887476125, -38.0582177878, -38.0912735245, -38.0946079239, -38.0979223255, -38.1064438639, -38.123621175, -38.1297215025, -38.1335411344, -38.1432092027, -38.1531707468, -38.160561963, -38.1754316203, -38.1810008959, -38.186790977, -38.1876060414, -38.1980996766, -38.2041615937, -38.2324883693, -38.2313189405, -38.2271360122, -38.1717592648, -38.2300981144, -38.2426435124, -38.2720321164, -38.2912173432, -38.2953557028, -38.2954837782, -38.2944346221, -38.2839587381, -38.3014740415, -38.3309449134, -38.3310545726, -38.3310906128, -38.3312760472, -38.3215496995, -38.3178999077, -38.3095003898, -38.3353457964, -38.3223590445, -38.2976509033, -38.2838564357, -38.2771316075, -38.2622779384, -38.2536951109, -38.2299128824, -38.2050358822] [-7.0098057424, -7.0094375272, -7.0077362418, -7.0124371674, -7.0146317483, -7.0870471685, -7.0902680948, -7.09077024, -7.0864594293, -7.0875245786, -7.0863244389, -7.0901588646, -7.087390803, -7.0878412339, -7.0989576354, -7.1080540878, -7.1077982607, -7.1185120965, -7.1179338574, -7.1141185101, -7.12030449, -7.1198265415, -7.1311331812, -7.1463035203, -7.1510627406, -7.1605464484, -7.1571372734, -7.1669086937, -7.1774041446, -7.1748459785, -7.1574942546, -7.1564247015, -7.1446878671, -7.1291007647, -7.1272298407, -7.1421876326, -7.1158690322, -7.1070371524, -7.1062615273, -7.0962323883, -7.0839730864, -7.0823303145, -7.0638536703, -7.0623248647, -7.0360412964, -7.011640103, -7.0039251053, -6.9928333899, -6.994296574, -7.0027129498, -7.0098057424]
2 Alagoa Grande POLYGON ((-35.5346505475 -7.0093716626, -35.5233622552 -7.0312944746, -35.5150219957 -7.0304049193, -35.5101336785 -7.0316403711, -35.5066673223 -7.0254842982, -35.5011092565 -7.0259115863, -35.4968546149 -7.0331515734, -35.4908357036 -7.0663608872, -35.5142762725 -7.0620481716, -35.5111150783 -7.0708094162, -35.504566049 -7.0753756597, -35.5070399987 -7.0838598128, -35.4999671147 -7.0944495536, -35.5232722771 -7.1049027484, -35.5257881597 -7.1095910703, -35.5267819384 -7.1143456721, -35.5327631394 -7.1200591044, -35.5692125639 -7.1223492932, -35.6134964008 -7.1339246106, -35.6137465071 -7.1339891913, -35.6241248241 -7.1324476198, -35.634956285 -7.1328783302, -35.6474554743 -7.1449611946, -35.652753658 -7.1395824016, -35.6600435817 -7.1388730661, -35.6719276454 -7.1469437812, -35.6802077757 -7.1483501235, -35.6883485083 -7.1351344613, -35.7021518378 -7.1127186363, -35.7076085353 -7.1038541885, -35.7076321637 -7.0900546264, -35.7109529895 -7.0885484665, -35.7048653458 -7.0817522622, -35.7050764908 -7.0728095738, -35.7011691025 -7.0616199212, -35.6958118279 -7.0635179881, -35.6831847449 -7.0462424626, -35.6713560439 -7.0479110331, -35.6662750709 -7.0378623356, -35.661506355 -7.0343534547, -35.6781675386 -7.0396372392, -35.6912455635 -7.0356519232, -35.6927561032 -7.0274723261, -35.683589364 -7.0258058331, -35.6722474576 -7.0171032205, -35.6653344334 -7.0123008639, -35.6435119834 -6.9844860372, -35.6367477806 -6.9803261889, -35.6125978983 -6.9765442596, -35.6006318676 -6.9675365005, -35.5940512624 -6.9531636171, -35.5933637848 -6.9478121819, -35.5803820343 -6.9414901535, -35.5736169361 -6.9694796863, -35.5591649068 -6.9772618235, -35.5588359061 -6.9776928493, -35.556124465 -6.9812447672, -35.5346505475 -7.0093716626)) 2500304 ALAGOA GRANDE ALAGOA GRANDE 28604 4726 16.522165 [-35.5346505475, -35.5233622552, -35.5150219957, -35.5101336785, -35.5066673223, -35.5011092565, -35.4968546149, -35.4908357036, -35.5142762725, -35.5111150783, -35.504566049, -35.5070399987, -35.4999671147, -35.5232722771, -35.5257881597, -35.5267819384, -35.5327631394, -35.5692125639, -35.6134964008, -35.6137465071, -35.6241248241, -35.634956285, -35.6474554743, -35.652753658, -35.6600435817, -35.6719276454, -35.6802077757, -35.6883485083, -35.7021518378, -35.7076085353, -35.7076321637, -35.7109529895, -35.7048653458, -35.7050764908, -35.7011691025, -35.6958118279, -35.6831847449, -35.6713560439, -35.6662750709, -35.661506355, -35.6781675386, -35.6912455635, -35.6927561032, -35.683589364, -35.6722474576, -35.6653344334, -35.6435119834, -35.6367477806, -35.6125978983, -35.6006318676, -35.5940512624, -35.5933637848, -35.5803820343, -35.5736169361, -35.5591649068, -35.5588359061, -35.556124465, -35.5346505475] [-7.0093716626, -7.0312944746, -7.0304049193, -7.0316403711, -7.0254842982, -7.0259115863, -7.0331515734, -7.0663608872, -7.0620481716, -7.0708094162, -7.0753756597, -7.0838598128, -7.0944495536, -7.1049027484, -7.1095910703, -7.1143456721, -7.1200591044, -7.1223492932, -7.1339246106, -7.1339891913, -7.1324476198, -7.1328783302, -7.1449611946, -7.1395824016, -7.1388730661, -7.1469437812, -7.1483501235, -7.1351344613, -7.1127186363, -7.1038541885, -7.0900546264, -7.0885484665, -7.0817522622, -7.0728095738, -7.0616199212, -7.0635179881, -7.0462424626, -7.0479110331, -7.0378623356, -7.0343534547, -7.0396372392, -7.0356519232, -7.0274723261, -7.0258058331, -7.0171032205, -7.0123008639, -6.9844860372, -6.9803261889, -6.9765442596, -6.9675365005, -6.9531636171, -6.9478121819, -6.9414901535, -6.9694796863, -6.9772618235, -6.9776928493, -6.9812447672, -7.0093716626]
3 Alagoa Nova POLYGON ((-35.7956605978 -7.0233298805, -35.7883797878 -7.0293064281, -35.7791899636 -7.0273504191, -35.7677619369 -7.0312422082, -35.7627294431 -7.0329511804, -35.7625969869 -7.033001411, -35.7553786276 -7.0266318508, -35.7532379256 -7.0308638238, -35.7433885655 -7.0291836415, -35.7355392872 -7.0216419455, -35.7148045463 -7.0249944982, -35.7115744081 -7.0232516639, -35.6927561032 -7.0274723261, -35.6912455635 -7.0356519232, -35.6781675386 -7.0396372392, -35.661506355 -7.0343534547, -35.6662750709 -7.0378623356, -35.6713560439 -7.0479110331, -35.6831847449 -7.0462424626, -35.6958118279 -7.0635179881, -35.7011691025 -7.0616199212, -35.7050764908 -7.0728095738, -35.7048653458 -7.0817522622, -35.7109529895 -7.0885484665, -35.7181033657 -7.0906986429, -35.7213553511 -7.0963665631, -35.7226989493 -7.098538731, -35.7527146339 -7.1080652228, -35.769288693 -7.1041928811, -35.7753175562 -7.1022350747, -35.7947213647 -7.1062642298, -35.7952779261 -7.1056326763, -35.8046841372 -7.1014184863, -35.8133040768 -7.1021266577, -35.8115630306 -7.0951624233, -35.8148092852 -7.0847170249, -35.8178607963 -7.0766928318, -35.8161140022 -7.0748868357, -35.8233490631 -7.0718609506, -35.8268983726 -7.0703759472, -35.8336970111 -7.0601326551, -35.8418312334 -7.0563115351, -35.855413245 -7.0503150412, -35.8552084325 -7.0501824653, -35.8406942405 -7.0407857583, -35.8320393219 -7.0291156557, -35.8249941009 -7.030205063, -35.8092376283 -7.031893364, -35.8088577222 -7.0317905388, -35.7956605978 -7.0233298805)) 2500403 ALAGOA NOVA ALAGOA NOVA 20595 2527 12.269968 [-35.7956605978, -35.7883797878, -35.7791899636, -35.7677619369, -35.7627294431, -35.7625969869, -35.7553786276, -35.7532379256, -35.7433885655, -35.7355392872, -35.7148045463, -35.7115744081, -35.6927561032, -35.6912455635, -35.6781675386, -35.661506355, -35.6662750709, -35.6713560439, -35.6831847449, -35.6958118279, -35.7011691025, -35.7050764908, -35.7048653458, -35.7109529895, -35.7181033657, -35.7213553511, -35.7226989493, -35.7527146339, -35.769288693, -35.7753175562, -35.7947213647, -35.7952779261, -35.8046841372, -35.8133040768, -35.8115630306, -35.8148092852, -35.8178607963, -35.8161140022, -35.8233490631, -35.8268983726, -35.8336970111, -35.8418312334, -35.855413245, -35.8552084325, -35.8406942405, -35.8320393219, -35.8249941009, -35.8092376283, -35.8088577222, -35.7956605978] [-7.0233298805, -7.0293064281, -7.0273504191, -7.0312422082, -7.0329511804, -7.033001411, -7.0266318508, -7.0308638238, -7.0291836415, -7.0216419455, -7.0249944982, -7.0232516639, -7.0274723261, -7.0356519232, -7.0396372392, -7.0343534547, -7.0378623356, -7.0479110331, -7.0462424626, -7.0635179881, -7.0616199212, -7.0728095738, -7.0817522622, -7.0885484665, -7.0906986429, -7.0963665631, -7.098538731, -7.1080652228, -7.1041928811, -7.1022350747, -7.1062642298, -7.1056326763, -7.1014184863, -7.1021266577, -7.0951624233, -7.0847170249, -7.0766928318, -7.0748868357, -7.0718609506, -7.0703759472, -7.0601326551, -7.0563115351, -7.0503150412, -7.0501824653, -7.0407857583, -7.0291156557, -7.030205063, -7.031893364, -7.0317905388, -7.0233298805]
4 Alagoinha POLYGON ((-35.563448683 -6.9076043834, -35.5341058468 -6.9285429881, -35.4790274554 -6.9231441642, -35.4723656671 -6.9230677367, -35.471653295 -6.9351610244, -35.4655591843 -6.9522510224, -35.4584040906 -6.9571770768, -35.4599012842 -6.9636597116, -35.4591823615 -6.9737424557, -35.4633804927 -6.9814290715, -35.4793948431 -6.9898977063, -35.518955305 -6.9858251289, -35.5236297008 -6.9913924235, -35.5149435736 -7.0057518537, -35.5197240183 -7.0185864313, -35.514968867 -7.0222883045, -35.5150219957 -7.0304049193, -35.5233622552 -7.0312944746, -35.5346505475 -7.0093716626, -35.556124465 -6.9812447672, -35.5588359061 -6.9776928493, -35.5591649068 -6.9772618235, -35.5736169361 -6.9694796863, -35.5803820343 -6.9414901535, -35.5797064502 -6.9408153063, -35.5709090537 -6.9347516961, -35.5823461504 -6.9192374662, -35.563448683 -6.9076043834)) 2500502 ALAGOINHA ALAGOINHA 14376 2125 14.781580 [-35.563448683, -35.5341058468, -35.4790274554, -35.4723656671, -35.471653295, -35.4655591843, -35.4584040906, -35.4599012842, -35.4591823615, -35.4633804927, -35.4793948431, -35.518955305, -35.5236297008, -35.5149435736, -35.5197240183, -35.514968867, -35.5150219957, -35.5233622552, -35.5346505475, -35.556124465, -35.5588359061, -35.5591649068, -35.5736169361, -35.5803820343, -35.5797064502, -35.5709090537, -35.5823461504, -35.563448683] [-6.9076043834, -6.9285429881, -6.9231441642, -6.9230677367, -6.9351610244, -6.9522510224, -6.9571770768, -6.9636597116, -6.9737424557, -6.9814290715, -6.9898977063, -6.9858251289, -6.9913924235, -7.0057518537, -7.0185864313, -7.0222883045, -7.0304049193, -7.0312944746, -7.0093716626, -6.9812447672, -6.9776928493, -6.9772618235, -6.9694796863, -6.9414901535, -6.9408153063, -6.9347516961, -6.9192374662, -6.9076043834]
5 Alcantil POLYGON ((-36.0324031559 -7.5869058336, -36.0210260674 -7.5910291352, -36.0185069404 -7.5953065329, -36.0165736138 -7.5882206227, -36.0061803829 -7.5899572883, -36.0031940834 -7.5873931308, -35.990135089 -7.5951224431, -35.9908626013 -7.6011477913, -35.9758542485 -7.6131179374, -35.9710098363 -7.624453655, -35.9723886601 -7.632671745, -35.9625502778 -7.6395641932, -35.9650229064 -7.6483528374, -35.9595486527 -7.6522763818, -35.9715608359 -7.6683765288, -35.9770669839 -7.6844354807, -35.9818952442 -7.6916985706, -35.9810059925 -7.6942410175, -35.9744581757 -7.6943746337, -35.9758537185 -7.7064008659, -35.9788403234 -7.7052808967, -35.9809674235 -7.7173912689, -35.9838893681 -7.7177114479, -35.9872736188 -7.7263145102, -35.9851937904 -7.7312517063, -35.9921306337 -7.7309717205, -35.9909948005 -7.7367469033, -35.9849202802 -7.7373677087, -35.9926312446 -7.7433361153, -35.995987569 -7.7622220041, -35.9999859263 -7.7628520215, -36.0053809587 -7.7588095241, -36.0076447567 -7.7611669547, -36.0096626693 -7.7578008795, -36.0110324075 -7.765557193, -36.0146447591 -7.7648952652, -36.0296866634 -7.7857647822, -36.0312398826 -7.7945513919, -36.0350796276 -7.7957804669, -36.0429152544 -7.793251012, -36.0535393386 -7.8009492758, -36.0686587292 -7.7805620742, -36.1030394742 -7.7790155233, -36.1169440105 -7.7853746789, -36.1264876787 -7.7837917795, -36.1273599857 -7.7690433309, -36.1189139809 -7.7515969803, -36.1170649247 -7.7344850443, -36.1071081613 -7.7249505338, -36.1047359573 -7.7173203375, -36.1309031811 -7.6679696591, -36.1262175549 -7.659611564, -36.1283545606 -7.6501457066, -36.1257164945 -7.6442184467, -36.1314684819 -7.6386580715, -36.1234143155 -7.6359785841, -36.1156065435 -7.6407019886, -36.1098447379 -7.6361833676, -36.1165990409 -7.6301544588, -36.1110005086 -7.6230732623, -36.1041575143 -7.6295475678, -36.1034410204 -7.6196290967, -36.0975462988 -7.6237915777, -36.0963092767 -7.6160681342, -36.0917071928 -7.6160635817, -36.0894164282 -7.6125849392, -36.087367242 -7.6160589669, -36.0755127127 -7.613936354, -36.0712920954 -7.6129480081, -36.07132572 -7.6039162326, -36.0704039976 -7.6018894278, -36.0634672406 -7.6079591389, -36.0629981208 -7.6033116302, -36.0561677671 -7.6015283063, -36.0590350864 -7.5972265639, -36.0552534646 -7.5885975559, -36.0506452361 -7.5914325074, -36.0347504452 -7.5887666551, -36.0324031559 -7.5869058336)) 2500536 ALCANTIL ALCANTIL 5475 764 13.954338 [-36.0324031559, -36.0210260674, -36.0185069404, -36.0165736138, -36.0061803829, -36.0031940834, -35.990135089, -35.9908626013, -35.9758542485, -35.9710098363, -35.9723886601, -35.9625502778, -35.9650229064, -35.9595486527, -35.9715608359, -35.9770669839, -35.9818952442, -35.9810059925, -35.9744581757, -35.9758537185, -35.9788403234, -35.9809674235, -35.9838893681, -35.9872736188, -35.9851937904, -35.9921306337, -35.9909948005, -35.9849202802, -35.9926312446, -35.995987569, -35.9999859263, -36.0053809587, -36.0076447567, -36.0096626693, -36.0110324075, -36.0146447591, -36.0296866634, -36.0312398826, -36.0350796276, -36.0429152544, -36.0535393386, -36.0686587292, -36.1030394742, -36.1169440105, -36.1264876787, -36.1273599857, -36.1189139809, -36.1170649247, -36.1071081613, -36.1047359573, -36.1309031811, -36.1262175549, -36.1283545606, -36.1257164945, -36.1314684819, -36.1234143155, -36.1156065435, -36.1098447379, -36.1165990409, -36.1110005086, -36.1041575143, -36.1034410204, -36.0975462988, -36.0963092767, -36.0917071928, -36.0894164282, -36.087367242, -36.0755127127, -36.0712920954, -36.07132572, -36.0704039976, -36.0634672406, -36.0629981208, -36.0561677671, -36.0590350864, -36.0552534646, -36.0506452361, -36.0347504452, -36.0324031559] [-7.5869058336, -7.5910291352, -7.5953065329, -7.5882206227, -7.5899572883, -7.5873931308, -7.5951224431, -7.6011477913, -7.6131179374, -7.624453655, -7.632671745, -7.6395641932, -7.6483528374, -7.6522763818, -7.6683765288, -7.6844354807, -7.6916985706, -7.6942410175, -7.6943746337, -7.7064008659, -7.7052808967, -7.7173912689, -7.7177114479, -7.7263145102, -7.7312517063, -7.7309717205, -7.7367469033, -7.7373677087, -7.7433361153, -7.7622220041, -7.7628520215, -7.7588095241, -7.7611669547, -7.7578008795, -7.765557193, -7.7648952652, -7.7857647822, -7.7945513919, -7.7957804669, -7.793251012, -7.8009492758, -7.7805620742, -7.7790155233, -7.7853746789, -7.7837917795, -7.7690433309, -7.7515969803, -7.7344850443, -7.7249505338, -7.7173203375, -7.6679696591, -7.659611564, -7.6501457066, -7.6442184467, -7.6386580715, -7.6359785841, -7.6407019886, -7.6361833676, -7.6301544588, -7.6230732623, -7.6295475678, -7.6196290967, -7.6237915777, -7.6160681342, -7.6160635817, -7.6125849392, -7.6160589669, -7.613936354, -7.6129480081, -7.6039162326, -7.6018894278, -7.6079591389, -7.6033116302, -7.6015283063, -7.5972265639, -7.5885975559, -7.5914325074, -7.5887666551, -7.5869058336]
6 Algodão de Jandaíra POLYGON ((-35.8390752118 -6.8461582901, -35.8286198338 -6.8563896856, -35.8098386605 -6.8632165272, -35.8025346948 -6.8658928843, -35.8071057869 -6.8733909152, -35.8091401945 -6.8797710252, -35.8191453475 -6.873825592, -35.8490456359 -6.855295096, -35.8725391333 -6.8613045091, -35.8929453136 -6.8764902335, -35.9031636009 -6.8898914716, -35.951618182 -6.890023335, -35.9449869315 -6.9015198699, -35.9514980948 -6.9090603163, -35.9637691206 -6.9222110035, -35.9798332777 -6.9242820519, -35.9842343959 -6.9314330648, -36.0108278778 -6.9437023473, -36.0108025338 -6.9476008025, -36.0175430481 -6.9520884961, -36.0198829337 -6.9614709253, -36.0489817773 -6.9771783566, -36.0564967846 -6.9710007492, -36.0776573225 -6.9707228827, -36.1125168163 -6.9307651015, -36.0981420496 -6.9234768461, -36.0713770553 -6.9065228024, -36.0551690406 -6.8933914456, -36.0323937775 -6.8815011092, -36.0244453005 -6.8792803685, -36.0018812769 -6.8693562096, -35.9385682654 -6.828564612, -35.938420586 -6.8284506827, -35.9232694536 -6.8149830764, -35.9164554242 -6.7957820304, -35.8973826916 -6.7932019355, -35.8911791291 -6.7930344506, -35.8689794615 -6.8165963021, -35.8440259949 -6.8360174944, -35.8390752118 -6.8461582901)) 2500577 ALGODAO DE JANDAIRA ALGODAO DE JANDAIRA 2488 525 21.101286 [-35.8390752118, -35.8286198338, -35.8098386605, -35.8025346948, -35.8071057869, -35.8091401945, -35.8191453475, -35.8490456359, -35.8725391333, -35.8929453136, -35.9031636009, -35.951618182, -35.9449869315, -35.9514980948, -35.9637691206, -35.9798332777, -35.9842343959, -36.0108278778, -36.0108025338, -36.0175430481, -36.0198829337, -36.0489817773, -36.0564967846, -36.0776573225, -36.1125168163, -36.0981420496, -36.0713770553, -36.0551690406, -36.0323937775, -36.0244453005, -36.0018812769, -35.9385682654, -35.938420586, -35.9232694536, -35.9164554242, -35.8973826916, -35.8911791291, -35.8689794615, -35.8440259949, -35.8390752118] [-6.8461582901, -6.8563896856, -6.8632165272, -6.8658928843, -6.8733909152, -6.8797710252, -6.873825592, -6.855295096, -6.8613045091, -6.8764902335, -6.8898914716, -6.890023335, -6.9015198699, -6.9090603163, -6.9222110035, -6.9242820519, -6.9314330648, -6.9437023473, -6.9476008025, -6.9520884961, -6.9614709253, -6.9771783566, -6.9710007492, -6.9707228827, -6.9307651015, -6.9234768461, -6.9065228024, -6.8933914456, -6.8815011092, -6.8792803685, -6.8693562096, -6.828564612, -6.8284506827, -6.8149830764, -6.7957820304, -6.7932019355, -6.7930344506, -6.8165963021, -6.8360174944, -6.8461582901]
7 Alhandra POLYGON ((-34.9260535685 -7.2726124545, -34.9199007923 -7.2804215625, -34.9166000368 -7.2888658255, -34.9197228681 -7.2998165651, -34.9182491737 -7.3031530402, -34.8806156455 -7.3242585613, -34.8737762864 -7.333396259, -34.8653278758 -7.3383239925, -34.8595293685 -7.3429337252, -34.8696947164 -7.3545029789, -34.8709134575 -7.3607388312, -34.8740908031 -7.3647185995, -34.896573341 -7.3928826883, -34.910498816 -7.410331456, -34.9007658841 -7.4165159739, -34.8859235692 -7.4164138243, -34.8812188393 -7.4169193812, -34.870873913 -7.4293306332, -34.8634188592 -7.4335125082, -34.8624415165 -7.4290271702, -34.8489178438 -7.4378239775, -34.8491591007 -7.4384676405, -34.8561512356 -7.4390858656, -34.8602835344 -7.4542318085, -34.8762395304 -7.4559934265, -34.8855577376 -7.4594136854, -34.9063928093 -7.4468174471, -34.9099695187 -7.4449270147, -34.9197225652 -7.4393207693, -34.9240010272 -7.4311473973, -34.94130104 -7.4220347492, -34.9423707865 -7.4162881863, -34.9542783206 -7.4048858196, -34.9525384277 -7.3884927628, -34.9577747082 -7.3810839262, -34.9673086824 -7.3675897691, -34.9558643801 -7.3496907832, -34.9803747993 -7.3282683011, -34.9833329579 -7.3259307809, -35.0434832383 -7.2783739915, -35.039276508 -7.2764032907, -35.0174966485 -7.2699980664, -34.9908259108 -7.2677072221, -34.9738052964 -7.2738651864, -34.9686142408 -7.2821279821, -34.9625062761 -7.2815668425, -34.9497229086 -7.2753499958, -34.9435232956 -7.248536677, -34.9343443695 -7.2521088453, -34.9376346059 -7.26092577, -34.9392751072 -7.2730139086, -34.9260535685 -7.2726124545)) 2500601 ALHANDRA ALHANDRA 19412 3488 17.968267 [-34.9260535685, -34.9199007923, -34.9166000368, -34.9197228681, -34.9182491737, -34.8806156455, -34.8737762864, -34.8653278758, -34.8595293685, -34.8696947164, -34.8709134575, -34.8740908031, -34.896573341, -34.910498816, -34.9007658841, -34.8859235692, -34.8812188393, -34.870873913, -34.8634188592, -34.8624415165, -34.8489178438, -34.8491591007, -34.8561512356, -34.8602835344, -34.8762395304, -34.8855577376, -34.9063928093, -34.9099695187, -34.9197225652, -34.9240010272, -34.94130104, -34.9423707865, -34.9542783206, -34.9525384277, -34.9577747082, -34.9673086824, -34.9558643801, -34.9803747993, -34.9833329579, -35.0434832383, -35.039276508, -35.0174966485, -34.9908259108, -34.9738052964, -34.9686142408, -34.9625062761, -34.9497229086, -34.9435232956, -34.9343443695, -34.9376346059, -34.9392751072, -34.9260535685] [-7.2726124545, -7.2804215625, -7.2888658255, -7.2998165651, -7.3031530402, -7.3242585613, -7.333396259, -7.3383239925, -7.3429337252, -7.3545029789, -7.3607388312, -7.3647185995, -7.3928826883, -7.410331456, -7.4165159739, -7.4164138243, -7.4169193812, -7.4293306332, -7.4335125082, -7.4290271702, -7.4378239775, -7.4384676405, -7.4390858656, -7.4542318085, -7.4559934265, -7.4594136854, -7.4468174471, -7.4449270147, -7.4393207693, -7.4311473973, -7.4220347492, -7.4162881863, -7.4048858196, -7.3884927628, -7.3810839262, -7.3675897691, -7.3496907832, -7.3282683011, -7.3259307809, -7.2783739915, -7.2764032907, -7.2699980664, -7.2677072221, -7.2738651864, -7.2821279821, -7.2815668425, -7.2753499958, -7.248536677, -7.2521088453, -7.26092577, -7.2730139086, -7.2726124545]
8 São João do Rio do Peixe POLYGON ((-38.3478254243 -6.5805750917, -38.3417353376 -6.5817249329, -38.334268993 -6.5779237738, -38.3424400925 -6.5909318139, -38.3424928223 -6.6029837492, -38.3527355232 -6.614372343, -38.3526158636 -6.6199606188, -38.3411660131 -6.6285062039, -38.3458748803 -6.6365747512, -38.3505338953 -6.6592028521, -38.3550639475 -6.6808108245, -38.3550693869 -6.6812550407, -38.3552243872 -6.6938205775, -38.3559970342 -6.7573914818, -38.3598930029 -6.7621482747, -38.3721464377 -6.772302359, -38.3533823361 -6.7715254876, -38.3510717112 -6.7939355673, -38.3517103956 -6.7958023531, -38.3527353818 -6.7987935169, -38.3630974239 -6.8241681659, -38.3637508369 -6.8506591896, -38.3638831828 -6.8560203049, -38.3700873134 -6.863910551, -38.3577935349 -6.8787665424, -38.3484893157 -6.8806515826, -38.3561632198 -6.8953439804, -38.3631559775 -6.9098421449, -38.369383279 -6.9141304003, -38.3653752216 -6.9196135946, -38.3673749205 -6.9211235705, -38.3784964415 -6.9186995476, 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-6.7039820789, -38.5193809697 -6.6947028444, -38.5242342699 -6.6735119547, -38.5076717048 -6.6718060848, -38.4966631013 -6.6621177167, -38.4928095555 -6.6638297492, -38.4828768659 -6.6598231778, -38.4754142737 -6.6492386925, -38.4757377952 -6.6358980944, -38.4553532772 -6.6081856047, -38.4492876022 -6.589885463, -38.4360775304 -6.5742868344, -38.4115326377 -6.6011464605, -38.4098946789 -6.5999181573, -38.3851963646 -6.5813997037, -38.3604806156 -6.5684400114, -38.3486820242 -6.5736963236, -38.3478254243 -6.5805750917)) 2500700 SAO JOAO DO RIO DO PEIXE SAO JOAO DO RIO DO PEIXE 17934 2601 14.503178 [-38.3478254243, -38.3417353376, -38.334268993, -38.3424400925, -38.3424928223, -38.3527355232, -38.3526158636, -38.3411660131, -38.3458748803, -38.3505338953, -38.3550639475, -38.3550693869, -38.3552243872, -38.3559970342, -38.3598930029, -38.3721464377, -38.3533823361, -38.3510717112, -38.3517103956, -38.3527353818, -38.3630974239, -38.3637508369, -38.3638831828, -38.3700873134, 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-6.6638297492, -6.6598231778, -6.6492386925, -6.6358980944, -6.6081856047, -6.589885463, -6.5742868344, -6.6011464605, -6.5999181573, -6.5813997037, -6.5684400114, -6.5736963236, -6.5805750917]
9 Amparo POLYGON ((-36.998984768 -7.6059865803, -36.9818880732 -7.6198370213, -36.9883985737 -7.6302923358, -37.0451941548 -7.6086921226, -37.05968674 -7.6112345895, -37.0693334308 -7.6093129073, -37.0755468559 -7.5994838979, -37.0856432092 -7.5956165829, -37.0956171532 -7.5721604107, -37.0900567822 -7.5688035551, -37.0937328999 -7.5595737034, -37.0901157805 -7.5556734666, -37.0858548562 -7.5173860057, -37.0679671022 -7.5167010248, -37.0534817101 -7.5041609336, -37.0428169374 -7.5035063787, -37.0300750156 -7.4980301268, -37.0258208031 -7.4969170904, -37.0256476016 -7.4968040162, -37.024862048 -7.4962901868, -37.0228562355 -7.5017739102, -37.0117818496 -7.5039765933, -36.9781543215 -7.5427202894, -37.0001923326 -7.5638960688, -37.0020548513 -7.5675668823, -36.9988807334 -7.5747199522, -37.0018400152 -7.5794109157, -36.9982859667 -7.584821399, -36.998984768 -7.6059865803)) 2500734 AMPARO AMPARO 2229 475 21.310004 [-36.998984768, -36.9818880732, -36.9883985737, -37.0451941548, -37.05968674, -37.0693334308, -37.0755468559, -37.0856432092, -37.0956171532, -37.0900567822, -37.0937328999, -37.0901157805, -37.0858548562, -37.0679671022, -37.0534817101, -37.0428169374, -37.0300750156, -37.0258208031, -37.0256476016, -37.024862048, -37.0228562355, -37.0117818496, -36.9781543215, -37.0001923326, -37.0020548513, -36.9988807334, -37.0018400152, -36.9982859667, -36.998984768] [-7.6059865803, -7.6198370213, -7.6302923358, -7.6086921226, -7.6112345895, -7.6093129073, -7.5994838979, -7.5956165829, -7.5721604107, -7.5688035551, -7.5595737034, -7.5556734666, -7.5173860057, -7.5167010248, -7.5041609336, -7.5035063787, -7.4980301268, -7.4969170904, -7.4968040162, -7.4962901868, -7.5017739102, -7.5039765933, -7.5427202894, -7.5638960688, -7.5675668823, -7.5747199522, -7.5794109157, -7.584821399, -7.6059865803]
10 Aparecida POLYGON ((-38.0161044794 -6.670068508, -38.0115638266 -6.6749909917, -37.9978282153 -6.676742748, -37.9828286787 -6.696492868, -37.9858326594 -6.7115263199, -38.0288224163 -6.7171782945, -38.0245193405 -6.7635729892, -38.024508148 -6.7636902346, -38.0162063413 -6.7716750106, -38.0141355327 -6.7807277539, -38.0163297369 -6.7881039402, -38.0096804199 -6.7972514123, -37.9998670856 -6.8164038914, -37.9897957027 -6.8265673316, -37.9949656636 -6.8281732367, -38.0026594815 -6.82382358, -38.0099638006 -6.8309059606, -38.0100276125 -6.8310787281, -38.0116264443 -6.8478125864, -38.0008202968 -6.8553431219, -37.9971619818 -6.8724919698, -38.0142942152 -6.8842633767, -38.0263064887 -6.8813639952, -38.0301161473 -6.8871646812, -38.0406438107 -6.887273314, -38.0681991423 -6.8793419511, -38.0888705355 -6.887022648, -38.105346304 -6.8866975431, -38.1227888593 -6.8972219163, -38.1339104201 -6.8924272375, -38.1505283788 -6.8951327189, -38.1371767226 -6.8723825327, -38.1329855876 -6.8713903003, -38.1309107518 -6.8600409595, -38.1189089645 -6.8531936146, -38.1295132782 -6.8176229612, -38.1355955993 -6.7875385459, -38.1396923821 -6.7530403645, -38.1014748792 -6.7229457386, -38.0915665508 -6.6887772022, -38.0870880937 -6.6884259368, -38.0861134553 -6.6845556015, -38.0690094027 -6.6727407018, -38.0487929796 -6.6752692683, -38.0386555042 -6.6685991205, -38.0161044794 -6.670068508)) 2500775 APARECIDA APARECIDA 8348 1182 14.159080 [-38.0161044794, -38.0115638266, -37.9978282153, -37.9828286787, -37.9858326594, -38.0288224163, -38.0245193405, -38.024508148, -38.0162063413, -38.0141355327, -38.0163297369, -38.0096804199, -37.9998670856, -37.9897957027, -37.9949656636, -38.0026594815, -38.0099638006, -38.0100276125, -38.0116264443, -38.0008202968, -37.9971619818, -38.0142942152, -38.0263064887, -38.0301161473, -38.0406438107, -38.0681991423, -38.0888705355, -38.105346304, -38.1227888593, -38.1339104201, -38.1505283788, -38.1371767226, -38.1329855876, -38.1309107518, -38.1189089645, -38.1295132782, -38.1355955993, -38.1396923821, -38.1014748792, -38.0915665508, -38.0870880937, -38.0861134553, -38.0690094027, -38.0487929796, -38.0386555042, -38.0161044794] [-6.670068508, -6.6749909917, -6.676742748, -6.696492868, -6.7115263199, -6.7171782945, -6.7635729892, -6.7636902346, -6.7716750106, -6.7807277539, -6.7881039402, -6.7972514123, -6.8164038914, -6.8265673316, -6.8281732367, -6.82382358, -6.8309059606, -6.8310787281, -6.8478125864, -6.8553431219, -6.8724919698, -6.8842633767, -6.8813639952, -6.8871646812, -6.887273314, -6.8793419511, -6.887022648, -6.8866975431, -6.8972219163, -6.8924272375, -6.8951327189, -6.8723825327, -6.8713903003, -6.8600409595, -6.8531936146, -6.8176229612, -6.7875385459, -6.7530403645, -6.7229457386, -6.6887772022, -6.6884259368, -6.6845556015, -6.6727407018, -6.6752692683, -6.6685991205, -6.670068508]
11 Araçagi POLYGON ((-35.3230058364 -6.7985253596, -35.3274253104 -6.8244819941, -35.3056146273 -6.8315462608, -35.3001012623 -6.8512003731, -35.3184527943 -6.8604124659, -35.3157630005 -6.8713660014, -35.3053186031 -6.8836412385, -35.305215094 -6.8960144416, -35.3015403047 -6.9033742994, -35.3020311726 -6.9082488051, -35.2957394115 -6.9130112626, -35.2922314479 -6.9252910774, -35.287165704 -6.9430160514, -35.2774772772 -6.9425788725, -35.2739439928 -6.9475649024, -35.2662136561 -6.9525099134, -35.2628300031 -6.9547657269, -35.2622604272 -6.9550287569, -35.2626917993 -6.9554187901, -35.2776232712 -6.9689116297, -35.3159501129 -6.9849464993, -35.3168474055 -6.9850628104, -35.3168920054 -6.9849252343, -35.3406465335 -6.955962574, -35.342790393 -6.9420055731, -35.3456065608 -6.9410791785, -35.3624570508 -6.9397234179, -35.3809905041 -6.9325420428, -35.3821683747 -6.9236526485, -35.3843425351 -6.9014393463, -35.3851145693 -6.8935415875, -35.3887513431 -6.8562899609, -35.3917630799 -6.8539149577, -35.3895420061 -6.8483685735, -35.3931420948 -6.8454965587, -35.3981825879 -6.8466897654, -35.3999196761 -6.8442822052, -35.4026106961 -6.8476884755, -35.4034557843 -6.8454209112, -35.4060902492 -6.8325126089, -35.4096093457 -6.8350952142, -35.4114056578 -6.830316003, -35.4155883932 -6.8309062429, -35.4188534033 -6.832530967, -35.4174085223 -6.824799853, -35.4223016491 -6.8226974127, -35.4184077548 -6.8132985944, -35.4279982104 -6.8151542949, -35.4298317338 -6.812898309, -35.4591752851 -6.8210880368, -35.4644954662 -6.8116522811, -35.461536938 -6.8093723556, -35.4464301537 -6.7920865938, -35.4352887124 -6.7873435408, -35.4237552999 -6.7768708586, -35.4170079777 -6.7743473542, -35.408584614 -6.7654595887, -35.3904156043 -6.7611671715, -35.3741391204 -6.7559962446, -35.3725695174 -6.7554697613, -35.3720513709 -6.755296171, -35.3585300692 -6.7569891783, -35.3503209281 -6.7741644032, -35.3501693015 -6.7742439805, -35.3402101607 -6.7794166633, -35.3248114867 -6.7794651882, -35.320769688 -6.7884897256, -35.3157870494 -6.7885565668, -35.3230058364 -6.7985253596)) 2500809 ARACAGI ARACAGI 17061 2920 17.115058 [-35.3230058364, -35.3274253104, -35.3056146273, -35.3001012623, -35.3184527943, -35.3157630005, -35.3053186031, -35.305215094, -35.3015403047, -35.3020311726, -35.2957394115, -35.2922314479, -35.287165704, -35.2774772772, -35.2739439928, -35.2662136561, -35.2628300031, -35.2622604272, -35.2626917993, -35.2776232712, -35.3159501129, -35.3168474055, -35.3168920054, -35.3406465335, -35.342790393, -35.3456065608, -35.3624570508, -35.3809905041, -35.3821683747, -35.3843425351, -35.3851145693, -35.3887513431, -35.3917630799, -35.3895420061, -35.3931420948, -35.3981825879, -35.3999196761, -35.4026106961, -35.4034557843, -35.4060902492, -35.4096093457, -35.4114056578, -35.4155883932, -35.4188534033, -35.4174085223, -35.4223016491, -35.4184077548, -35.4279982104, -35.4298317338, -35.4591752851, -35.4644954662, -35.461536938, -35.4464301537, -35.4352887124, -35.4237552999, -35.4170079777, -35.408584614, -35.3904156043, -35.3741391204, -35.3725695174, -35.3720513709, -35.3585300692, -35.3503209281, -35.3501693015, -35.3402101607, -35.3248114867, -35.320769688, -35.3157870494, -35.3230058364] [-6.7985253596, -6.8244819941, -6.8315462608, -6.8512003731, -6.8604124659, -6.8713660014, -6.8836412385, -6.8960144416, -6.9033742994, -6.9082488051, -6.9130112626, -6.9252910774, -6.9430160514, -6.9425788725, -6.9475649024, -6.9525099134, -6.9547657269, -6.9550287569, -6.9554187901, -6.9689116297, -6.9849464993, -6.9850628104, -6.9849252343, -6.955962574, -6.9420055731, -6.9410791785, -6.9397234179, -6.9325420428, -6.9236526485, -6.9014393463, -6.8935415875, -6.8562899609, -6.8539149577, -6.8483685735, -6.8454965587, -6.8466897654, -6.8442822052, -6.8476884755, -6.8454209112, -6.8325126089, -6.8350952142, -6.830316003, -6.8309062429, -6.832530967, -6.824799853, -6.8226974127, -6.8132985944, -6.8151542949, -6.812898309, -6.8210880368, -6.8116522811, -6.8093723556, -6.7920865938, -6.7873435408, -6.7768708586, -6.7743473542, -6.7654595887, -6.7611671715, -6.7559962446, -6.7554697613, -6.755296171, -6.7569891783, -6.7741644032, -6.7742439805, -6.7794166633, -6.7794651882, -6.7884897256, -6.7885565668, -6.7985253596]
12 Arara POLYGON ((-35.7290981952 -6.8168585546, -35.7197466169 -6.8247940569, -35.7158930943 -6.8206738291, -35.705770222 -6.8192086799, -35.7019159792 -6.8146692947, -35.7005482297 -6.8143185133, -35.7016003466 -6.8328533688, -35.7088167654 -6.8408222491, -35.6991427641 -6.8460910213, -35.6925618672 -6.8598065076, -35.6875878498 -6.8618159399, -35.6781400786 -6.8673277702, -35.6739878146 -6.8662982764, -35.6585728146 -6.8676978993, -35.6530458637 -6.8816716928, -35.6457401281 -6.8823004423, -35.6452514251 -6.8830007088, -35.6497438936 -6.9096255856, -35.6562589182 -6.9098333751, -35.6594036341 -6.9069510486, -35.669483984 -6.8999374062, -35.6797541146 -6.8907285307, -35.7213699185 -6.8938485008, -35.7268525859 -6.8942593451, -35.7298524312 -6.8926587063, -35.7500686021 -6.8826998377, -35.7647023378 -6.8832305397, -35.7672582596 -6.8747849583, -35.7751389633 -6.8760762156, -35.7829524386 -6.8735340691, -35.7857690744 -6.8726176099, -35.8004595796 -6.8640926589, -35.8025346948 -6.8658928843, -35.8098386605 -6.8632165272, -35.8081480236 -6.8476108787, -35.8116419626 -6.8429582544, -35.8063305145 -6.8407753981, -35.8050651422 -6.8341693296, -35.7961434129 -6.8339266236, -35.7920015004 -6.8263299285, -35.7865216196 -6.8237796007, -35.7624192243 -6.8237548833, -35.75919821 -6.8241678771, -35.7549548456 -6.8245172994, -35.7521564823 -6.8249333855, -35.742222931 -6.8131222274, -35.7290981952 -6.8168585546)) 2500908 ARARA ARARA 13448 1822 13.548483 [-35.7290981952, -35.7197466169, -35.7158930943, -35.705770222, -35.7019159792, -35.7005482297, -35.7016003466, -35.7088167654, -35.6991427641, -35.6925618672, -35.6875878498, -35.6781400786, -35.6739878146, -35.6585728146, -35.6530458637, -35.6457401281, -35.6452514251, -35.6497438936, -35.6562589182, -35.6594036341, -35.669483984, -35.6797541146, -35.7213699185, -35.7268525859, -35.7298524312, -35.7500686021, -35.7647023378, -35.7672582596, -35.7751389633, -35.7829524386, -35.7857690744, -35.8004595796, -35.8025346948, -35.8098386605, -35.8081480236, -35.8116419626, -35.8063305145, -35.8050651422, -35.7961434129, -35.7920015004, -35.7865216196, -35.7624192243, -35.75919821, -35.7549548456, -35.7521564823, -35.742222931, -35.7290981952] [-6.8168585546, -6.8247940569, -6.8206738291, -6.8192086799, -6.8146692947, -6.8143185133, -6.8328533688, -6.8408222491, -6.8460910213, -6.8598065076, -6.8618159399, -6.8673277702, -6.8662982764, -6.8676978993, -6.8816716928, -6.8823004423, -6.8830007088, -6.9096255856, -6.9098333751, -6.9069510486, -6.8999374062, -6.8907285307, -6.8938485008, -6.8942593451, -6.8926587063, -6.8826998377, -6.8832305397, -6.8747849583, -6.8760762156, -6.8735340691, -6.8726176099, -6.8640926589, -6.8658928843, -6.8632165272, -6.8476108787, -6.8429582544, -6.8407753981, -6.8341693296, -6.8339266236, -6.8263299285, -6.8237796007, -6.8237548833, -6.8241678771, -6.8245172994, -6.8249333855, -6.8131222274, -6.8168585546]
13 Araruna POLYGON ((-35.6569367064 -6.4453819066, -35.6364723379 -6.45398821, -35.653109445 -6.4914300143, -35.6639579185 -6.5004002031, -35.6871057958 -6.5335636313, -35.6917131059 -6.5543107263, -35.7127032285 -6.565419181, -35.7207800759 -6.5655482335, -35.7192582071 -6.5686889981, -35.7083448933 -6.5891506541, -35.6898150536 -6.5907318172, -35.7068130267 -6.5994578708, -35.7182399054 -6.6013625549, -35.7225586762 -6.6109998525, -35.7345980285 -6.6135337173, -35.73666196 -6.6013468271, -35.7402987005 -6.5970212271, -35.7491485731 -6.5975158235, -35.755352712 -6.5920981519, -35.7765828074 -6.5958015695, -35.7768839051 -6.595639738, -35.8098577911 -6.5779781769, -35.8209402367 -6.5733002377, -35.8308707043 -6.5637169687, -35.8587410615 -6.5466670052, -35.8678627976 -6.5453818687, -35.852762014 -6.4872133556, -35.8169904781 -6.4850935881, -35.7823015101 -6.4830359421, -35.7795980783 -6.4828754057, -35.7729957797 -6.4824436199, -35.7498993031 -6.4780910502, -35.7432332578 -6.473484507, -35.7408275535 -6.4759035395, -35.7258641158 -6.4692113422, -35.7215288528 -6.4712651883, -35.7109289801 -6.4706936789, -35.6978539043 -6.4624908657, -35.6816459178 -6.447528101, -35.6710208669 -6.4513235205, -35.664830523 -6.4501145669, -35.6632768181 -6.4464296994, -35.6569367064 -6.4453819066)) 2501005 ARARUNA ARARUNA 20237 2726 13.470376 [-35.6569367064, -35.6364723379, -35.653109445, -35.6639579185, -35.6871057958, -35.6917131059, -35.7127032285, -35.7207800759, -35.7192582071, -35.7083448933, -35.6898150536, -35.7068130267, -35.7182399054, -35.7225586762, -35.7345980285, -35.73666196, -35.7402987005, -35.7491485731, -35.755352712, -35.7765828074, -35.7768839051, -35.8098577911, -35.8209402367, -35.8308707043, -35.8587410615, -35.8678627976, -35.852762014, -35.8169904781, -35.7823015101, -35.7795980783, -35.7729957797, -35.7498993031, -35.7432332578, -35.7408275535, -35.7258641158, -35.7215288528, -35.7109289801, -35.6978539043, -35.6816459178, -35.6710208669, -35.664830523, -35.6632768181, -35.6569367064] [-6.4453819066, -6.45398821, -6.4914300143, -6.5004002031, -6.5335636313, -6.5543107263, -6.565419181, -6.5655482335, -6.5686889981, -6.5891506541, -6.5907318172, -6.5994578708, -6.6013625549, -6.6109998525, -6.6135337173, -6.6013468271, -6.5970212271, -6.5975158235, -6.5920981519, -6.5958015695, -6.595639738, -6.5779781769, -6.5733002377, -6.5637169687, -6.5466670052, -6.5453818687, -6.4872133556, -6.4850935881, -6.4830359421, -6.4828754057, -6.4824436199, -6.4780910502, -6.473484507, -6.4759035395, -6.4692113422, -6.4712651883, -6.4706936789, -6.4624908657, -6.447528101, -6.4513235205, -6.4501145669, -6.4464296994, -6.4453819066]
14 Areia POLYGON ((-35.7829524386 -6.8735340691, -35.7751389633 -6.8760762156, -35.7672582596 -6.8747849583, -35.7647023378 -6.8832305397, -35.7500686021 -6.8826998377, -35.7298524312 -6.8926587063, -35.7268525859 -6.8942593451, -35.7213699185 -6.8938485008, -35.6797541146 -6.8907285307, -35.669483984 -6.8999374062, -35.6594036341 -6.9069510486, -35.6562589182 -6.9098333751, -35.6497438936 -6.9096255856, -35.6494742483 -6.9095752304, -35.6133478392 -6.9162340029, -35.6045419182 -6.9171301195, -35.5828006983 -6.9191930912, -35.5823461504 -6.9192374662, -35.5709090537 -6.9347516961, -35.5797064502 -6.9408153063, -35.5803820343 -6.9414901535, -35.5933637848 -6.9478121819, -35.5940512624 -6.9531636171, -35.6006318676 -6.9675365005, -35.6125978983 -6.9765442596, -35.6367477806 -6.9803261889, -35.6435119834 -6.9844860372, -35.6653344334 -7.0123008639, -35.6722474576 -7.0171032205, -35.683589364 -7.0258058331, -35.6927561032 -7.0274723261, -35.7115744081 -7.0232516639, -35.7148045463 -7.0249944982, -35.7355392872 -7.0216419455, -35.7433885655 -7.0291836415, -35.7532379256 -7.0308638238, -35.7553786276 -7.0266318508, -35.7625969869 -7.033001411, -35.7627294431 -7.0329511804, -35.7677619369 -7.0312422082, -35.7791899636 -7.0273504191, -35.7784744811 -7.0211378541, -35.7820793341 -7.0185473838, -35.7777519113 -7.0033251322, -35.7747300799 -6.9955008241, -35.7741210188 -6.9888220425, -35.7760685634 -6.9840400245, -35.7760398081 -6.9837175646, -35.7741289262 -6.9619369933, -35.7910733946 -6.9377316149, -35.7914976214 -6.9363071859, -35.7920014918 -6.9150334041, -35.792786931 -6.8961258232, -35.8071057869 -6.8733909152, -35.8025346948 -6.8658928843, -35.8004595796 -6.8640926589, -35.7857690744 -6.8726176099, -35.7829524386 -6.8735340691)) 2501104 AREIA AREIA 22940 3461 15.087184 [-35.7829524386, -35.7751389633, -35.7672582596, -35.7647023378, -35.7500686021, -35.7298524312, -35.7268525859, -35.7213699185, -35.6797541146, -35.669483984, -35.6594036341, -35.6562589182, -35.6497438936, -35.6494742483, -35.6133478392, -35.6045419182, -35.5828006983, -35.5823461504, -35.5709090537, -35.5797064502, -35.5803820343, -35.5933637848, -35.5940512624, -35.6006318676, -35.6125978983, -35.6367477806, -35.6435119834, -35.6653344334, -35.6722474576, -35.683589364, -35.6927561032, -35.7115744081, -35.7148045463, -35.7355392872, -35.7433885655, -35.7532379256, -35.7553786276, -35.7625969869, -35.7627294431, -35.7677619369, -35.7791899636, -35.7784744811, -35.7820793341, -35.7777519113, -35.7747300799, -35.7741210188, -35.7760685634, -35.7760398081, -35.7741289262, -35.7910733946, -35.7914976214, -35.7920014918, -35.792786931, -35.8071057869, -35.8025346948, -35.8004595796, -35.7857690744, -35.7829524386] [-6.8735340691, -6.8760762156, -6.8747849583, -6.8832305397, -6.8826998377, -6.8926587063, -6.8942593451, -6.8938485008, -6.8907285307, -6.8999374062, -6.9069510486, -6.9098333751, -6.9096255856, -6.9095752304, -6.9162340029, -6.9171301195, -6.9191930912, -6.9192374662, -6.9347516961, -6.9408153063, -6.9414901535, -6.9478121819, -6.9531636171, -6.9675365005, -6.9765442596, -6.9803261889, -6.9844860372, -7.0123008639, -7.0171032205, -7.0258058331, -7.0274723261, -7.0232516639, -7.0249944982, -7.0216419455, -7.0291836415, -7.0308638238, -7.0266318508, -7.033001411, -7.0329511804, -7.0312422082, -7.0273504191, -7.0211378541, -7.0185473838, -7.0033251322, -6.9955008241, -6.9888220425, -6.9840400245, -6.9837175646, -6.9619369933, -6.9377316149, -6.9363071859, -6.9150334041, -6.8961258232, -6.8733909152, -6.8658928843, -6.8640926589, -6.8726176099, -6.8735340691]
15 Areia de Baraúnas POLYGON ((-36.937213727 -7.0468128594, -36.9292502974 -7.0574657417, -36.916287199 -7.0802206219, -36.9224374789 -7.0872714597, -36.9237597069 -7.1051281228, -36.9321825894 -7.109478885, -36.9232506243 -7.1175824733, -36.9259157694 -7.1217665774, -36.9309514101 -7.1496673493, -36.9440986424 -7.1513637463, -36.9543383262 -7.1485170678, -36.9544817312 -7.1485100146, -36.9638642499 -7.1503655168, -36.9763231426 -7.1600619449, -36.9922790804 -7.179715761, -37.0016016257 -7.1753310739, -36.9999303331 -7.1739018906, -36.9952661987 -7.1682370608, -36.9939238879 -7.1570434866, -36.9960960481 -7.1479415376, -37.0028990745 -7.1450711684, -36.999659236 -7.1359285792, -37.003135863 -7.1307563951, -37.0045020244 -7.1273399478, -36.9951274886 -7.1263757366, -36.9934177766 -7.1195313946, -37.0056870846 -7.0746496499, -37.0065939758 -7.0520879186, -37.0048936774 -7.0514676731, -36.9971036147 -7.0608704781, -36.9930782571 -7.0612872989, -36.9753641627 -7.0569240064, -36.9590771961 -7.0476638517, -36.948199623 -7.0477604058, -36.9434942182 -7.0445666196, -36.937213727 -7.0468128594)) 2501153 AREIA DE BARAUNAS AREIA DE BARAUNAS 2137 305 14.272344 [-36.937213727, -36.9292502974, -36.916287199, -36.9224374789, -36.9237597069, -36.9321825894, -36.9232506243, -36.9259157694, -36.9309514101, -36.9440986424, -36.9543383262, -36.9544817312, -36.9638642499, -36.9763231426, -36.9922790804, -37.0016016257, -36.9999303331, -36.9952661987, -36.9939238879, -36.9960960481, -37.0028990745, -36.999659236, -37.003135863, -37.0045020244, -36.9951274886, -36.9934177766, -37.0056870846, -37.0065939758, -37.0048936774, -36.9971036147, -36.9930782571, -36.9753641627, -36.9590771961, -36.948199623, -36.9434942182, -36.937213727] [-7.0468128594, -7.0574657417, -7.0802206219, -7.0872714597, -7.1051281228, -7.109478885, -7.1175824733, -7.1217665774, -7.1496673493, -7.1513637463, -7.1485170678, -7.1485100146, -7.1503655168, -7.1600619449, -7.179715761, -7.1753310739, -7.1739018906, -7.1682370608, -7.1570434866, -7.1479415376, -7.1450711684, -7.1359285792, -7.1307563951, -7.1273399478, -7.1263757366, -7.1195313946, -7.0746496499, -7.0520879186, -7.0514676731, -7.0608704781, -7.0612872989, -7.0569240064, -7.0476638517, -7.0477604058, -7.0445666196, -7.0468128594]
16 Areial POLYGON ((-35.9528762247 -7.0146885697, -35.9468113321 -7.0195632534, -35.9278397228 -7.0172087021, -35.9270171159 -7.0173276919, -35.9147589652 -7.0286073583, -35.9109125459 -7.0325883925, -35.9037115114 -7.0388651073, -35.9026486199 -7.0455911067, -35.902864589 -7.0555183943, -35.9120762893 -7.0705263211, -35.9219519295 -7.0800058282, -35.9271852346 -7.078379194, -35.9616235167 -7.0688527572, -35.9623975416 -7.0686380954, -35.962625044 -7.068611991, -35.9692456356 -7.0678678162, -35.9652429174 -7.0620964489, -35.9582937503 -7.0593984754, -35.9586534799 -7.04564543, -35.9501391237 -7.0291515734, -35.9555065644 -7.0242186816, -35.9625672569 -7.0244104351, -35.957026528 -7.0167976172, -35.95686983 -7.0164563704, -35.9528762247 -7.0146885697)) 2501203 AREIAL AREIAL 6938 1136 16.373595 [-35.9528762247, -35.9468113321, -35.9278397228, -35.9270171159, -35.9147589652, -35.9109125459, -35.9037115114, -35.9026486199, -35.902864589, -35.9120762893, -35.9219519295, -35.9271852346, -35.9616235167, -35.9623975416, -35.962625044, -35.9692456356, -35.9652429174, -35.9582937503, -35.9586534799, -35.9501391237, -35.9555065644, -35.9625672569, -35.957026528, -35.95686983, -35.9528762247] [-7.0146885697, -7.0195632534, -7.0172087021, -7.0173276919, -7.0286073583, -7.0325883925, -7.0388651073, -7.0455911067, -7.0555183943, -7.0705263211, -7.0800058282, -7.078379194, -7.0688527572, -7.0686380954, -7.068611991, -7.0678678162, -7.0620964489, -7.0593984754, -7.04564543, -7.0291515734, -7.0242186816, -7.0244104351, -7.0167976172, -7.0164563704, -7.0146885697]
17 Aroeiras POLYGON ((-35.5836457016 -7.4501839801, -35.5821727015 -7.4616659414, -35.5881267001 -7.4808300723, -35.5911545253 -7.488664197, -35.5922681074 -7.5047518498, -35.5950704692 -7.524899892, -35.5950759344 -7.5250241003, -35.5943174901 -7.5401110654, -35.6019248082 -7.5526756919, -35.6006975577 -7.5788093442, -35.5999911233 -7.5887135167, -35.5897808236 -7.604406155, -35.5949693423 -7.6164915714, -35.5974155513 -7.6179337844, -35.6101597023 -7.6177558448, -35.6165449461 -7.6058102863, -35.6240577793 -7.6080415501, -35.6341121956 -7.612252031, -35.6519486156 -7.612438997, -35.6578419111 -7.6191797179, -35.6701195118 -7.6219979616, -35.6749446695 -7.6268140732, -35.6766935176 -7.6361063455, -35.6852772047 -7.6408094086, -35.7111721689 -7.6415263749, -35.7243685107 -7.6379674094, -35.7332329638 -7.629574894, -35.7292137652 -7.6259535523, -35.7342574555 -7.6214567204, -35.7336315 -7.6145837142, -35.729408086 -7.6084125816, -35.7337980025 -7.5974204385, -35.7460627608 -7.592057073, 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18 Assunção POLYGON ((-36.6715074288 -7.1003800515, -36.6613742015 -7.1172234685, -36.6609848734 -7.1266943809, -36.6745928475 -7.1235452566, -36.6937840313 -7.1257738752, -36.6983670559 -7.134765858, -36.7118684222 -7.1414488827, -36.7290760421 -7.1238178273, -36.7276766097 -7.114224415, -36.7519356271 -7.1214062635, -36.77812237 -7.1121251154, -36.7511642394 -7.0798402964, -36.7509922193 -7.0795068676, -36.7500372071 -7.0582551099, -36.7537184727 -7.0425360648, -36.7424816584 -7.0325565108, -36.7418167384 -7.024889044, -36.7302520276 -7.0187920609, -36.7252507716 -7.0034555753, -36.7028246234 -7.0069363064, -36.6861741943 -7.0091326776, -36.6756544132 -7.0145498783, -36.6572724269 -7.0495583879, -36.6616160307 -7.0555438335, -36.6575125734 -7.0616912786, -36.6575714925 -7.0617608863, -36.6650950793 -7.0706677141, -36.657426347 -7.0734110087, -36.6690874464 -7.0785698303, -36.6663937658 -7.0976377413, -36.6715074288 -7.1003800515)) 2501351 ASSUNCAO ASSUNCAO 3876 726 18.730650 [-36.6715074288, -36.6613742015, -36.6609848734, -36.6745928475, -36.6937840313, -36.6983670559, -36.7118684222, -36.7290760421, -36.7276766097, -36.7519356271, -36.77812237, -36.7511642394, -36.7509922193, -36.7500372071, -36.7537184727, -36.7424816584, -36.7418167384, -36.7302520276, -36.7252507716, -36.7028246234, -36.6861741943, -36.6756544132, -36.6572724269, -36.6616160307, -36.6575125734, -36.6575714925, -36.6650950793, -36.657426347, -36.6690874464, -36.6663937658, -36.6715074288] [-7.1003800515, -7.1172234685, -7.1266943809, -7.1235452566, -7.1257738752, -7.134765858, -7.1414488827, -7.1238178273, -7.114224415, -7.1214062635, -7.1121251154, -7.0798402964, -7.0795068676, -7.0582551099, -7.0425360648, -7.0325565108, -7.024889044, -7.0187920609, -7.0034555753, -7.0069363064, -7.0091326776, -7.0145498783, -7.0495583879, -7.0555438335, -7.0616912786, -7.0617608863, -7.0706677141, -7.0734110087, -7.0785698303, -7.0976377413, -7.1003800515]
19 Baía da Traição POLYGON ((-34.9926497487 -6.5947694052, -34.9782898078 -6.6002111074, -34.9723154227 -6.5963942538, -34.9724356598 -6.6005817022, -34.9651787223 -6.6027149216, -34.9619458165 -6.6397814812, -34.956002986 -6.66214404, -34.9468645049 -6.6806231034, -34.9308378865 -6.68778975, -34.9343877085 -6.6982732498, -34.9337924227 -6.7101243461, -34.9316271758 -6.7204626996, -34.9438797876 -6.7143348025, -34.9716372577 -6.7152135102, -35.0078724106 -6.7043997261, -35.0274180893 -6.7081179467, -35.0312760245 -6.7035968766, -35.0369315143 -6.6693002286, -35.0215541111 -6.6238046141, -35.0168712222 -6.6146556167, -35.0054428323 -6.5976710654, -35.0006693813 -6.5961823493, -34.9926497487 -6.5947694052)) 2501401 BAIA DA TRAICAO BAIA DA TRAICAO 8951 1536 17.160094 [-34.9926497487, -34.9782898078, -34.9723154227, -34.9724356598, -34.9651787223, -34.9619458165, -34.956002986, -34.9468645049, -34.9308378865, -34.9343877085, -34.9337924227, -34.9316271758, -34.9438797876, -34.9716372577, -35.0078724106, -35.0274180893, -35.0312760245, -35.0369315143, -35.0215541111, -35.0168712222, -35.0054428323, -35.0006693813, -34.9926497487] [-6.5947694052, -6.6002111074, -6.5963942538, -6.6005817022, -6.6027149216, -6.6397814812, -6.66214404, -6.6806231034, -6.68778975, -6.6982732498, -6.7101243461, -6.7204626996, -6.7143348025, -6.7152135102, -6.7043997261, -6.7081179467, -6.7035968766, -6.6693002286, -6.6238046141, -6.6146556167, -6.5976710654, -6.5961823493, -6.5947694052]
20 Bananeiras POLYGON ((-35.5601784156 -6.5996474439, -35.5519559594 -6.6089453127, -35.5453330133 -6.6097934406, -35.5364694694 -6.6015850399, -35.5286901397 -6.6050519917, -35.5252107959 -6.6083520034, -35.5256537177 -6.644248451, -35.5256524287 -6.6448911511, -35.5256118916 -6.6623454359, -35.5307982082 -6.6737297959, -35.5398888106 -6.6872960796, -35.5396607477 -6.6952614635, -35.5400295035 -6.7002776899, -35.5450133112 -6.7092428761, -35.5451292545 -6.7209186147, -35.5420687467 -6.7228732906, -35.5373994559 -6.7258552583, -35.5374591484 -6.7370380963, -35.531895373 -6.744912051, -35.5213592175 -6.751576242, -35.5212667001 -6.7581269633, -35.5282136698 -6.7711257648, -35.5283566063 -6.771013045, -35.5359778055 -6.7705286564, -35.5667832738 -6.7917418285, -35.5675728421 -6.7914846593, -35.5896710835 -6.7842856676, -35.6068165027 -6.7811745154, -35.61297983 -6.7800563782, -35.643865886 -6.7745727665, -35.6474251034 -6.7622030123, -35.6484932881 -6.7584898652, -35.6518802168 -6.754969154, -35.663490605 -6.7466339926, -35.6731686501 -6.7316262969, -35.676165143 -6.7256139729, -35.6726300031 -6.716796639, -35.6726325085 -6.7034606019, -35.6777919773 -6.6874924887, -35.685190012 -6.6826927669, -35.68857101 -6.6697957724, -35.6833125196 -6.6591701904, -35.6832293516 -6.6589554126, -35.6789327312 -6.6508030211, -35.6701879406 -6.6500942502, -35.6679945076 -6.6446084638, -35.6701182022 -6.6373089747, -35.6604831597 -6.6364109262, -35.6506740947 -6.6438359467, -35.6418859667 -6.6430808255, -35.626286277 -6.6559860009, -35.6101056082 -6.6522077219, -35.6021893096 -6.6366108373, -35.5975501382 -6.6335333254, -35.5940967173 -6.6271942607, -35.587489231 -6.6165887278, -35.5747667855 -6.6067695927, -35.5709804226 -6.6074383847, -35.5601784156 -6.5996474439)) 2501500 BANANEIRAS BANANEIRAS 21195 3428 16.173626 [-35.5601784156, -35.5519559594, -35.5453330133, -35.5364694694, -35.5286901397, -35.5252107959, -35.5256537177, -35.5256524287, -35.5256118916, -35.5307982082, -35.5398888106, -35.5396607477, -35.5400295035, -35.5450133112, -35.5451292545, -35.5420687467, -35.5373994559, -35.5374591484, -35.531895373, -35.5213592175, -35.5212667001, -35.5282136698, -35.5283566063, -35.5359778055, -35.5667832738, -35.5675728421, -35.5896710835, -35.6068165027, -35.61297983, -35.643865886, -35.6474251034, -35.6484932881, -35.6518802168, -35.663490605, -35.6731686501, -35.676165143, -35.6726300031, -35.6726325085, -35.6777919773, -35.685190012, -35.68857101, -35.6833125196, -35.6832293516, -35.6789327312, -35.6701879406, -35.6679945076, -35.6701182022, -35.6604831597, -35.6506740947, -35.6418859667, -35.626286277, -35.6101056082, -35.6021893096, -35.5975501382, -35.5940967173, -35.587489231, -35.5747667855, -35.5709804226, -35.5601784156] [-6.5996474439, -6.6089453127, -6.6097934406, -6.6015850399, -6.6050519917, -6.6083520034, -6.644248451, -6.6448911511, -6.6623454359, -6.6737297959, -6.6872960796, -6.6952614635, -6.7002776899, -6.7092428761, -6.7209186147, -6.7228732906, -6.7258552583, -6.7370380963, -6.744912051, -6.751576242, -6.7581269633, -6.7711257648, -6.771013045, -6.7705286564, -6.7917418285, -6.7914846593, -6.7842856676, -6.7811745154, -6.7800563782, -6.7745727665, -6.7622030123, -6.7584898652, -6.754969154, -6.7466339926, -6.7316262969, -6.7256139729, -6.716796639, -6.7034606019, -6.6874924887, -6.6826927669, -6.6697957724, -6.6591701904, -6.6589554126, -6.6508030211, -6.6500942502, -6.6446084638, -6.6373089747, -6.6364109262, -6.6438359467, -6.6430808255, -6.6559860009, -6.6522077219, -6.6366108373, -6.6335333254, -6.6271942607, -6.6165887278, -6.6067695927, -6.6074383847, -6.5996474439]
21 Baraúna POLYGON ((-36.250690425 -6.6841650149, -36.2657045414 -6.6988443529, -36.2660988397 -6.6958409105, -36.2712959603 -6.6861998995, -36.2771257744 -6.6568350165, -36.2739341298 -6.6429332381, -36.2725701069 -6.6364231859, -36.2725328582 -6.6051440355, -36.2951183496 -6.5710780538, -36.2986922767 -6.5659414074, -36.3007932218 -6.5430399903, -36.2908368829 -6.5578303402, -36.2697815972 -6.5721979827, -36.2520156326 -6.5789101153, -36.2338915802 -6.5944373927, -36.234002119 -6.5950240592, -36.2427354161 -6.6414568723, -36.2427904761 -6.6417541146, -36.250690425 -6.6841650149)) 2501534 BARAUNA BARAUNA 4843 933 19.264918 [-36.250690425, -36.2657045414, -36.2660988397, -36.2712959603, -36.2771257744, -36.2739341298, -36.2725701069, -36.2725328582, -36.2951183496, -36.2986922767, -36.3007932218, -36.2908368829, -36.2697815972, -36.2520156326, -36.2338915802, -36.234002119, -36.2427354161, -36.2427904761, -36.250690425] [-6.6841650149, -6.6988443529, -6.6958409105, -6.6861998995, -6.6568350165, -6.6429332381, -6.6364231859, -6.6051440355, -6.5710780538, -6.5659414074, -6.5430399903, -6.5578303402, -6.5721979827, -6.5789101153, -6.5944373927, -6.5950240592, -6.6414568723, -6.6417541146, -6.6841650149]
22 Barra de Santana POLYGON ((-35.9578010949 -7.4932384769, -35.9538840282 -7.4952177453, -35.9512669258 -7.4928769248, -35.937726181 -7.5053304269, -35.9190646588 -7.512501595, -35.9147190052 -7.5058409974, -35.9023975856 -7.5077057017, -35.9002714596 -7.5157131406, -35.8908764384 -7.5099798687, -35.8738991884 -7.5119068815, -35.8739979242 -7.512163413, -35.8734719347 -7.5192737117, -35.8825618277 -7.5299768794, -35.8836538192 -7.5401944961, -35.8794077454 -7.5451317294, -35.8708497396 -7.5448720118, -35.863845918 -7.549987601, -35.8573632049 -7.556870214, -35.8467442376 -7.5564261866, -35.8274391898 -7.5628557223, -35.8285101085 -7.5702803325, -35.8258161615 -7.5707482795, -35.8266716292 -7.5734452635, -35.8505967494 -7.5765988926, -35.8644232165 -7.5888445183, -35.8652777282 -7.5892604776, -35.8719066482 -7.6040036638, -35.8785931947 -7.6092955612, -35.8669173231 -7.636877682, -35.8643214139 -7.6424907121, -35.8684728536 -7.6484687849, -35.865724819 -7.6514068667, -35.8655994653 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23 Barra de Santa Rosa POLYGON ((-35.9742321919 -6.6048788992, -35.9944796504 -6.6403239566, -36.0063793997 -6.6504738838, -36.0040702742 -6.6533299944, -36.0081881491 -6.6635453906, -36.0061827221 -6.6719756482, -35.9970572019 -6.6796832396, -35.9982253532 -6.6847198794, -35.9937852161 -6.6918526189, -35.9761628893 -6.7054401154, -35.9712285507 -6.7052707543, -35.9621856015 -6.6969620567, -35.9486816722 -6.6981441211, -35.9420363355 -6.7052021764, -35.9339020108 -6.7179027564, -35.9223933137 -6.7199053965, -35.922199698 -6.7309222455, -35.8985476964 -6.7435650562, -35.8961522524 -6.7499911375, -35.9026167511 -6.757632692, -35.8993493933 -6.7730097078, -35.9053083742 -6.7781330424, -35.9065675143 -6.7842621796, -35.8973826916 -6.7932019355, -35.9164554242 -6.7957820304, -35.9232694536 -6.8149830764, -35.938420586 -6.8284506827, -35.9385682654 -6.828564612, -36.0018812769 -6.8693562096, -36.0244453005 -6.8792803685, -36.0323937775 -6.8815011092, -36.0551690406 -6.8933914456, -36.0713770553 -6.9065228024, -36.0981420496 -6.9234768461, -36.1125168163 -6.9307651015, -36.1462167269 -6.9432916807, -36.1473626383 -6.9435374504, -36.1699001504 -6.9411073071, -36.1886568907 -6.9214754229, -36.2612488989 -6.8454173989, -36.2611053393 -6.8451221193, -36.2485791362 -6.8307682813, -36.1664037054 -6.7366551804, -36.149439207 -6.7172496612, -36.1493789519 -6.7171672853, -36.1063410667 -6.6679235253, -36.1061162124 -6.6676689198, -36.064970493 -6.6515162045, -36.0453354903 -6.6381871118, -36.0444210721 -6.6379570843, -36.0373303218 -6.638264182, -36.0111515767 -6.6215447223, -36.0004099503 -6.6180996426, -35.98829006 -6.6068196931, -35.9691768797 -6.5890328509, -35.9742321919 -6.6048788992)) 2501609 BARRA DE SANTA ROSA BARRA DE SANTA ROSA 15286 2602 17.022112 [-35.9742321919, -35.9944796504, -36.0063793997, -36.0040702742, -36.0081881491, -36.0061827221, -35.9970572019, -35.9982253532, -35.9937852161, -35.9761628893, -35.9712285507, -35.9621856015, -35.9486816722, -35.9420363355, -35.9339020108, -35.9223933137, -35.922199698, -35.8985476964, -35.8961522524, -35.9026167511, -35.8993493933, -35.9053083742, -35.9065675143, -35.8973826916, -35.9164554242, -35.9232694536, -35.938420586, -35.9385682654, -36.0018812769, -36.0244453005, -36.0323937775, -36.0551690406, -36.0713770553, -36.0981420496, -36.1125168163, -36.1462167269, -36.1473626383, -36.1699001504, -36.1886568907, -36.2612488989, -36.2611053393, -36.2485791362, -36.1664037054, -36.149439207, -36.1493789519, -36.1063410667, -36.1061162124, -36.064970493, -36.0453354903, -36.0444210721, -36.0373303218, -36.0111515767, -36.0004099503, -35.98829006, -35.9691768797, -35.9742321919] [-6.6048788992, -6.6403239566, -6.6504738838, -6.6533299944, -6.6635453906, -6.6719756482, -6.6796832396, -6.6847198794, -6.6918526189, -6.7054401154, -6.7052707543, -6.6969620567, -6.6981441211, -6.7052021764, -6.7179027564, -6.7199053965, -6.7309222455, -6.7435650562, -6.7499911375, -6.757632692, -6.7730097078, -6.7781330424, -6.7842621796, -6.7932019355, -6.7957820304, -6.8149830764, -6.8284506827, -6.828564612, -6.8693562096, -6.8792803685, -6.8815011092, -6.8933914456, -6.9065228024, -6.9234768461, -6.9307651015, -6.9432916807, -6.9435374504, -6.9411073071, -6.9214754229, -6.8454173989, -6.8451221193, -6.8307682813, -6.7366551804, -6.7172496612, -6.7171672853, -6.6679235253, -6.6676689198, -6.6515162045, -6.6381871118, -6.6379570843, -6.638264182, -6.6215447223, -6.6180996426, -6.6068196931, -6.5890328509, -6.6048788992]
24 Barra de São Miguel POLYGON ((-36.2200342308 -7.5975390886, -36.2044511742 -7.6155615933, -36.1970027008 -7.6395997242, -36.1983009805 -7.6439643197, -36.1976328724 -7.6450574126, -36.1596635096 -7.688444338, -36.1594616505 -7.6936921047, -36.1627360895 -7.7306289934, -36.1581520774 -7.7523054831, -36.1535683124 -7.7569736932, -36.1351398682 -7.7616592309, -36.1273599857 -7.7690433309, -36.1264876787 -7.7837917795, -36.1430364055 -7.7811515854, -36.1819404481 -7.7834267744, -36.2006238717 -7.7894925374, -36.2061504243 -7.7699672825, -36.2162996287 -7.7636937561, -36.2459705328 -7.7849001177, -36.253861038 -7.7959761824, -36.2540013611 -7.801282628, -36.2392016808 -7.8108006758, -36.2396772071 -7.8172701895, -36.2529582371 -7.8295404844, -36.2631722567 -7.8313300399, -36.2707768004 -7.8301553508, -36.2940266375 -7.8114874749, -36.3087959691 -7.8062765257, -36.3365489469 -7.8090134947, -36.3603849171 -7.805307535, -36.3731173955 -7.812209896, -36.3960932291 -7.8082867258, -36.3988645631 -7.7656737251, -36.4408841615 -7.683031615, -36.4454156137 -7.6741116947, -36.3572506536 -7.674071344, -36.3530528949 -7.6666352878, -36.3595339898 -7.6613454959, -36.3705487667 -7.6381613571, -36.3658554024 -7.6358940862, -36.3615004842 -7.6200796368, -36.3667242773 -7.6199440919, -36.3683052245 -7.6131270756, -36.3613420415 -7.6037486661, -36.3526366202 -7.5994273129, -36.331560915 -7.6024466512, -36.3191036258 -7.6103235342, -36.3014655628 -7.5978297045, -36.2957978225 -7.5924638825, -36.289795557 -7.5856119742, -36.297933469 -7.5846253278, -36.2995083341 -7.5795387767, -36.2902117651 -7.57376387, -36.2842003575 -7.563157891, -36.2619261184 -7.5523272106, -36.2463705524 -7.5322372348, -36.2369856977 -7.5300821439, -36.2297599296 -7.535714387, -36.2250984144 -7.5417756109, -36.2240059263 -7.5543959134, -36.2267724818 -7.5744761749, -36.2200342308 -7.5975390886)) 2501708 BARRA DE SAO MIGUEL BARRA DE SAO MIGUEL 5943 1054 17.735151 [-36.2200342308, -36.2044511742, -36.1970027008, -36.1983009805, -36.1976328724, -36.1596635096, -36.1594616505, -36.1627360895, -36.1581520774, -36.1535683124, -36.1351398682, -36.1273599857, -36.1264876787, -36.1430364055, -36.1819404481, -36.2006238717, -36.2061504243, -36.2162996287, -36.2459705328, -36.253861038, -36.2540013611, -36.2392016808, -36.2396772071, -36.2529582371, -36.2631722567, -36.2707768004, -36.2940266375, -36.3087959691, -36.3365489469, -36.3603849171, -36.3731173955, -36.3960932291, -36.3988645631, -36.4408841615, -36.4454156137, -36.3572506536, -36.3530528949, -36.3595339898, -36.3705487667, -36.3658554024, -36.3615004842, -36.3667242773, -36.3683052245, -36.3613420415, -36.3526366202, -36.331560915, -36.3191036258, -36.3014655628, -36.2957978225, -36.289795557, -36.297933469, -36.2995083341, -36.2902117651, -36.2842003575, -36.2619261184, -36.2463705524, -36.2369856977, -36.2297599296, -36.2250984144, -36.2240059263, -36.2267724818, -36.2200342308] [-7.5975390886, -7.6155615933, -7.6395997242, -7.6439643197, -7.6450574126, -7.688444338, -7.6936921047, -7.7306289934, -7.7523054831, -7.7569736932, -7.7616592309, -7.7690433309, -7.7837917795, -7.7811515854, -7.7834267744, -7.7894925374, -7.7699672825, -7.7636937561, -7.7849001177, -7.7959761824, -7.801282628, -7.8108006758, -7.8172701895, -7.8295404844, -7.8313300399, -7.8301553508, -7.8114874749, -7.8062765257, -7.8090134947, -7.805307535, -7.812209896, -7.8082867258, -7.7656737251, -7.683031615, -7.6741116947, -7.674071344, -7.6666352878, -7.6613454959, -7.6381613571, -7.6358940862, -7.6200796368, -7.6199440919, -7.6131270756, -7.6037486661, -7.5994273129, -7.6024466512, -7.6103235342, -7.5978297045, -7.5924638825, -7.5856119742, -7.5846253278, -7.5795387767, -7.57376387, -7.563157891, -7.5523272106, -7.5322372348, -7.5300821439, -7.535714387, -7.5417756109, -7.5543959134, -7.5744761749, -7.5975390886]
25 Bayeux POLYGON ((-34.8914455205 -7.1108961033, -34.8953325615 -7.1222936368, -34.9019730163 -7.1204521561, -34.9042792481 -7.1266488189, -34.9128636822 -7.1282373818, -34.9188626482 -7.1336801694, -34.9176351683 -7.1430776274, -34.9109168662 -7.1486727968, -34.9110023644 -7.1538401263, -34.9165217063 -7.1655185032, -34.9242813628 -7.1705249591, -34.9270277139 -7.1671251862, -34.9341972318 -7.16854739, -34.9471638941 -7.1634976617, -34.953059896 -7.1688438182, -34.9640871422 -7.1675867781, -34.9734694165 -7.1751786857, -34.9539300853 -7.1445416411, -34.9412539987 -7.1246710458, -34.9258345876 -7.1184071057, -34.921220238 -7.1224661822, -34.9187506365 -7.1151887147, -34.9150847303 -7.115764287, -34.9115280299 -7.1067668452, -34.9142526794 -7.1026082423, -34.9085797571 -7.1021981513, -34.9154541281 -7.0936387423, -34.9118371888 -7.0787439142, -34.9025231796 -7.0884051136, -34.8916393853 -7.0950088644, -34.8952139184 -7.1056655902, -34.8914455205 -7.1108961033)) 2501807 BAYEUX BAYEUX 96583 10324 10.689252 [-34.8914455205, -34.8953325615, -34.9019730163, -34.9042792481, -34.9128636822, -34.9188626482, -34.9176351683, -34.9109168662, -34.9110023644, -34.9165217063, -34.9242813628, -34.9270277139, -34.9341972318, -34.9471638941, -34.953059896, -34.9640871422, -34.9734694165, -34.9539300853, -34.9412539987, -34.9258345876, -34.921220238, -34.9187506365, -34.9150847303, -34.9115280299, -34.9142526794, -34.9085797571, -34.9154541281, -34.9118371888, -34.9025231796, -34.8916393853, -34.8952139184, -34.8914455205] [-7.1108961033, -7.1222936368, -7.1204521561, -7.1266488189, -7.1282373818, -7.1336801694, -7.1430776274, -7.1486727968, -7.1538401263, -7.1655185032, -7.1705249591, -7.1671251862, -7.16854739, -7.1634976617, -7.1688438182, -7.1675867781, -7.1751786857, -7.1445416411, -7.1246710458, -7.1184071057, -7.1224661822, -7.1151887147, -7.115764287, -7.1067668452, -7.1026082423, -7.1021981513, -7.0936387423, -7.0787439142, -7.0884051136, -7.0950088644, -7.1056655902, -7.1108961033]
26 Belém POLYGON ((-35.4745424008 -6.7695626549, -35.4830507836 -6.7742402954, -35.4920685695 -6.7744070694, -35.4983620937 -6.7722191847, -35.500832783 -6.7705121985, -35.5099084619 -6.7581651683, -35.5212667001 -6.7581269633, -35.5213592175 -6.751576242, -35.531895373 -6.744912051, -35.5374591484 -6.7370380963, -35.5373994559 -6.7258552583, -35.5420687467 -6.7228732906, -35.5451292545 -6.7209186147, -35.5450133112 -6.7092428761, -35.5400295035 -6.7002776899, -35.5396607477 -6.6952614635, -35.5398888106 -6.6872960796, -35.5307982082 -6.6737297959, -35.5256118916 -6.6623454359, -35.5256524287 -6.6448911511, -35.5256537177 -6.644248451, -35.5081073415 -6.6476606063, -35.4920396538 -6.6512755736, -35.4230591511 -6.6667822662, -35.4464099573 -6.6759551239, -35.45549368 -6.6889808868, -35.4656610076 -6.70356406, -35.4960418724 -6.7302187223, -35.4981428987 -6.7320623355, -35.4749484724 -6.7403093456, -35.4431405537 -6.7513854061, -35.4590120651 -6.7529308245, -35.4745424008 -6.7695626549)) 2501906 BELEM BELEM 17640 2557 14.495465 [-35.4745424008, -35.4830507836, -35.4920685695, -35.4983620937, -35.500832783, -35.5099084619, -35.5212667001, -35.5213592175, -35.531895373, -35.5374591484, -35.5373994559, -35.5420687467, -35.5451292545, -35.5450133112, -35.5400295035, -35.5396607477, -35.5398888106, -35.5307982082, -35.5256118916, -35.5256524287, -35.5256537177, -35.5081073415, -35.4920396538, -35.4230591511, -35.4464099573, -35.45549368, -35.4656610076, -35.4960418724, -35.4981428987, -35.4749484724, -35.4431405537, -35.4590120651, -35.4745424008] [-6.7695626549, -6.7742402954, -6.7744070694, -6.7722191847, -6.7705121985, -6.7581651683, -6.7581269633, -6.751576242, -6.744912051, -6.7370380963, -6.7258552583, -6.7228732906, -6.7209186147, -6.7092428761, -6.7002776899, -6.6952614635, -6.6872960796, -6.6737297959, -6.6623454359, -6.6448911511, -6.644248451, -6.6476606063, -6.6512755736, -6.6667822662, -6.6759551239, -6.6889808868, -6.70356406, -6.7302187223, -6.7320623355, -6.7403093456, -6.7513854061, -6.7529308245, -6.7695626549]
27 Belém do Brejo do Cruz POLYGON ((-37.2315196221 -6.0271990258, -37.2223466758 -6.0417520704, -37.204057234 -6.0377557637, -37.1939545614 -6.0476370749, -37.1735911858 -6.0476197603, -37.1752326058 -6.0545431335, -37.1702203986 -6.0826587938, -37.1723117578 -6.0984326507, -37.1666351899 -6.1099590812, -37.1747551094 -6.1417858194, -37.1660408535 -6.1535118602, -37.1565829346 -6.1520912878, -37.1653433753 -6.1699774102, -37.1738808173 -6.1797064667, -37.1926032017 -6.1826827197, -37.1938981047 -6.1978498171, -37.2012399702 -6.2053061917, -37.2339307433 -6.2128809615, -37.2389454509 -6.20415187, -37.248911199 -6.2015680089, -37.2467780628 -6.1928644311, -37.2514492675 -6.1904580083, -37.2664551001 -6.1913104185, -37.2703328878 -6.1865154522, -37.2792076936 -6.1870352847, -37.2888647279 -6.1856439416, -37.2886161155 -6.1905404428, -37.2922470385 -6.1869438397, -37.3007512062 -6.1887802753, -37.326949475 -6.1769140382, -37.3326107253 -6.1703709333, -37.3416384023 -6.1683187966, 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-6.1655335097, -37.5360074011 -6.1524392782, -37.5215336144 -6.1513943986, -37.5025476811 -6.1517437642, -37.5030532224 -6.1439999733, -37.489026154 -6.1440411781, -37.4826481976 -6.1512842677, -37.4737530898 -6.1483417545, -37.4586047357 -6.1446055347, -37.4535698553 -6.1196771954, -37.4453504971 -6.1118058403, -37.4256116497 -6.1086006418, -37.4074674962 -6.1123857526, -37.3918414917 -6.1077768263, -37.3819968048 -6.0851575119, -37.3784410195 -6.0847363665, -37.3712226642 -6.082382684, -37.354092428 -6.086089654, -37.3354379205 -6.0670633401, -37.328481906 -6.0643082182, -37.3088583789 -6.0573640045, -37.3002529594 -6.0498638721, -37.2952306763 -6.0496991411, -37.2865755033 -6.057593405, -37.2721363621 -6.0553064178, -37.2632382688 -6.0459595636, -37.2561331307 -6.0280751702, -37.2502729262 -6.0255160296, -37.2315196221 -6.0271990258)) 2502003 BELEM DO BREJO DO CRUZ BELEM DO BREJO DO CRUZ 7334 1227 16.730297 [-37.2315196221, -37.2223466758, -37.204057234, -37.1939545614, 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28 Bernardino Batista POLYGON ((-38.5213656477 -6.4716790674, -38.5130096074 -6.4929983495, -38.5367284143 -6.491659218, -38.5360034268 -6.5108627421, -38.5420799093 -6.5116464435, -38.5421954228 -6.5117415305, -38.570936837 -6.5135626709, -38.5917435452 -6.518865624, -38.6016286821 -6.5256257215, -38.6067315531 -6.5291158944, -38.6101669641 -6.5318949622, -38.6157584504 -6.5277463173, -38.6119351786 -6.5127925196, -38.5946195941 -6.5000435985, -38.5700574744 -6.4697966402, -38.5694639334 -6.4544775232, -38.5653032544 -6.4511050529, -38.5560523423 -6.4472442584, -38.555092791 -6.4371115164, -38.5454733276 -6.4343790585, -38.5347218075 -6.4445670005, -38.5213656477 -6.4716790674)) 2502052 BERNARDINO BATISTA BERNARDINO BATISTA 3398 551 16.215421 [-38.5213656477, -38.5130096074, -38.5367284143, -38.5360034268, -38.5420799093, -38.5421954228, -38.570936837, -38.5917435452, -38.6016286821, -38.6067315531, -38.6101669641, -38.6157584504, -38.6119351786, -38.5946195941, -38.5700574744, -38.5694639334, -38.5653032544, -38.5560523423, -38.555092791, -38.5454733276, -38.5347218075, -38.5213656477] [-6.4716790674, -6.4929983495, -6.491659218, -6.5108627421, -6.5116464435, -6.5117415305, -6.5135626709, -6.518865624, -6.5256257215, -6.5291158944, -6.5318949622, -6.5277463173, -6.5127925196, -6.5000435985, -6.4697966402, -6.4544775232, -6.4511050529, -6.4472442584, -6.4371115164, -6.4343790585, -6.4445670005, -6.4716790674]
29 Boa Ventura POLYGON ((-38.1179546582 -7.4163766324, -38.0949915315 -7.4759974245, -38.0947026328 -7.476746517, -38.143689001 -7.4785386165, -38.1536117905 -7.4634621248, -38.1735262936 -7.4702191461, -38.2216564797 -7.4865507408, -38.2291847326 -7.4859324404, -38.2571087712 -7.4836386167, -38.2564349927 -7.4683659185, -38.2615539378 -7.4610024507, -38.2524030584 -7.4501810859, -38.246377531 -7.4231078519, -38.2443143117 -7.4123013213, -38.2593090795 -7.3883814017, -38.245151681 -7.3797984985, -38.2457402046 -7.3681380792, -38.2020099354 -7.3683146308, -38.1740688474 -7.3687509124, -38.1738034072 -7.3689720298, -38.1414209028 -7.396005266, -38.1406617197 -7.3966391322, -38.1317917479 -7.4062617164, -38.1189570218 -7.4114480172, -38.1179546582 -7.4163766324)) 2502102 BOA VENTURA BOA VENTURA 5410 1015 18.761553 [-38.1179546582, -38.0949915315, -38.0947026328, -38.143689001, -38.1536117905, -38.1735262936, -38.2216564797, -38.2291847326, -38.2571087712, -38.2564349927, -38.2615539378, -38.2524030584, -38.246377531, -38.2443143117, -38.2593090795, -38.245151681, -38.2457402046, -38.2020099354, -38.1740688474, -38.1738034072, -38.1414209028, -38.1406617197, -38.1317917479, -38.1189570218, -38.1179546582] [-7.4163766324, -7.4759974245, -7.476746517, -7.4785386165, -7.4634621248, -7.4702191461, -7.4865507408, -7.4859324404, -7.4836386167, -7.4683659185, -7.4610024507, -7.4501810859, -7.4231078519, -7.4123013213, -7.3883814017, -7.3797984985, -7.3681380792, -7.3683146308, -7.3687509124, -7.3689720298, -7.396005266, -7.3966391322, -7.4062617164, -7.4114480172, -7.4163766324]
... ... ... ... ... ... ... ... ... ... ...
193 São José dos Cordeiros POLYGON ((-36.6829056214 -7.3528208688, -36.6639698525 -7.3891298652, -36.6743598589 -7.3811101058, -36.6805781347 -7.3876858097, -36.6920827782 -7.3864931046, -36.7080583366 -7.3923500986, -36.7118411681 -7.3951512608, -36.7162289737 -7.4014471501, -36.7270595768 -7.405610873, -36.7268905514 -7.4107040666, -36.7350217726 -7.4217719024, -36.7374943958 -7.4523162527, -36.7682414403 -7.4627892072, -36.8341179937 -7.4852311155, -36.8539183975 -7.4996489588, -36.8835275755 -7.4927073752, -36.9011125194 -7.4975422505, -36.9012595565 -7.5014183891, -36.9155571119 -7.5067718335, -36.9236063392 -7.5031971113, -36.9368330383 -7.5053285095, -36.9499168049 -7.5005348787, -36.96041627 -7.4849463136, -36.9838852477 -7.4818541234, -36.9850828291 -7.4751944707, -36.9951132473 -7.4721818055, -36.993722319 -7.4643033563, -36.9969699558 -7.4589856742, -37.0103903997 -7.4532281502, -37.012836677 -7.4445764647, -37.0208842956 -7.4397897096, -37.0224607571 -7.4356200703, -37.0232750211 -7.4334603032, -37.0141676012 -7.4299610053, -37.0172240778 -7.4241660378, -37.0256373954 -7.4220557555, -37.0130200122 -7.4036168143, -37.0133617965 -7.4033856454, -36.9796791778 -7.3887173253, -36.9562877592 -7.3831709541, -36.9317673545 -7.3811155208, -36.9188476063 -7.3857118535, -36.9030506743 -7.386338882, -36.8966167447 -7.3826743079, -36.8839761465 -7.3838265527, -36.8762461947 -7.3762011916, -36.8648050259 -7.3741712209, -36.8600993978 -7.367451295, -36.8365211552 -7.3713569198, -36.8047968998 -7.3690881591, -36.7739203849 -7.3712603385, -36.7737149086 -7.3005635998, -36.7567203336 -7.3054366052, -36.7550257758 -7.3274495368, -36.6829056214 -7.3528208688)) 2514800 SAO JOSE DOS CORDEIROS SAO JOSE DOS CORDEIROS 3720 588 15.806452 [-36.6829056214, -36.6639698525, -36.6743598589, -36.6805781347, -36.6920827782, -36.7080583366, -36.7118411681, -36.7162289737, -36.7270595768, -36.7268905514, -36.7350217726, -36.7374943958, -36.7682414403, -36.8341179937, -36.8539183975, -36.8835275755, -36.9011125194, -36.9012595565, -36.9155571119, -36.9236063392, -36.9368330383, -36.9499168049, -36.96041627, -36.9838852477, -36.9850828291, -36.9951132473, -36.993722319, -36.9969699558, -37.0103903997, -37.012836677, -37.0208842956, -37.0224607571, -37.0232750211, -37.0141676012, -37.0172240778, -37.0256373954, -37.0130200122, -37.0133617965, -36.9796791778, -36.9562877592, -36.9317673545, -36.9188476063, -36.9030506743, -36.8966167447, -36.8839761465, -36.8762461947, -36.8648050259, -36.8600993978, -36.8365211552, -36.8047968998, -36.7739203849, -36.7737149086, -36.7567203336, -36.7550257758, -36.6829056214] [-7.3528208688, -7.3891298652, -7.3811101058, -7.3876858097, -7.3864931046, -7.3923500986, -7.3951512608, -7.4014471501, -7.405610873, -7.4107040666, -7.4217719024, -7.4523162527, -7.4627892072, -7.4852311155, -7.4996489588, -7.4927073752, -7.4975422505, -7.5014183891, -7.5067718335, -7.5031971113, -7.5053285095, -7.5005348787, -7.4849463136, -7.4818541234, -7.4751944707, -7.4721818055, -7.4643033563, -7.4589856742, -7.4532281502, -7.4445764647, -7.4397897096, -7.4356200703, -7.4334603032, -7.4299610053, -7.4241660378, -7.4220557555, -7.4036168143, -7.4033856454, -7.3887173253, -7.3831709541, -7.3811155208, -7.3857118535, -7.386338882, -7.3826743079, -7.3838265527, -7.3762011916, -7.3741712209, -7.367451295, -7.3713569198, -7.3690881591, -7.3712603385, -7.3005635998, -7.3054366052, -7.3274495368, -7.3528208688]
194 São Mamede POLYGON ((-37.1073769608 -6.807487622, -37.0941239835 -6.8074355197, -37.0802465883 -6.8024040596, -37.0844815879 -6.8127893315, -37.0665976877 -6.8326572044, -37.0596695135 -6.8426528742, -37.0442953852 -6.8381345766, -37.0350706865 -6.8461833362, -37.0327887294 -6.8580672974, -37.0214727378 -6.8598452606, -37.022476684 -6.8732930348, -37.0103864857 -6.8740187578, -37.0117719102 -6.8796067424, -37.0273198226 -6.8917011327, -37.0346850879 -6.9041327071, -37.0212689429 -6.9132522593, -37.0211993076 -6.9132993006, -36.9881303056 -6.9357678676, -36.974839663 -6.9326110845, -36.9629404242 -6.9337997148, -36.970782468 -6.9542992919, -36.9709987508 -6.963478705, -36.9670235049 -6.9658180117, -36.9483829778 -6.958170872, -36.9423669498 -6.9591384043, -36.9430336982 -6.9822109429, -36.9381082087 -6.9883758368, -36.9333948876 -6.9925864605, -36.9333735006 -6.9973004814, -36.9358738521 -7.0106807525, -36.9412351097 -7.014502353, -36.9616231082 -7.0323789505, -36.9590771961 -7.0476638517, -36.9753641627 -7.0569240064, -36.9930782571 -7.0612872989, -36.9971036147 -7.0608704781, -37.0048936774 -7.0514676731, -37.0184232961 -7.0483002863, -37.0589696516 -7.0372248561, -37.0555713489 -7.0240927298, -37.0674883859 -7.0195785895, -37.0722176215 -7.0132706063, -37.0868593723 -7.0230075075, -37.0928039979 -7.0231792183, -37.1042398604 -7.0205628013, -37.1148330118 -7.012140395, -37.1263581853 -7.0098596496, -37.1297593819 -7.0020581422, -37.1404040532 -7.0016347358, -37.1522525721 -6.9907925951, -37.1725739498 -6.9818493394, -37.1726724428 -6.9818058551, -37.1739903137 -6.9729241768, -37.1806355869 -6.964319659, -37.1729883095 -6.9440708454, -37.183113741 -6.9357781702, -37.193304812 -6.9347316254, -37.1778187197 -6.9214496527, -37.1784585028 -6.9180535186, -37.190133115 -6.9171797101, -37.1979512308 -6.9058458999, -37.2122134327 -6.9059842536, -37.213041029 -6.8861076871, -37.2176365363 -6.8530493281, -37.2342580933 -6.8242338167, -37.2135553331 -6.8244169167, -37.1903310906 -6.8249634461, -37.1518868122 -6.7979618023, -37.1384102942 -6.785740924, -37.1089036732 -6.7998200428, -37.1073769608 -6.807487622)) 2514909 SAO MAMEDE SAO MAMEDE 7738 1070 13.827862 [-37.1073769608, -37.0941239835, -37.0802465883, -37.0844815879, -37.0665976877, -37.0596695135, -37.0442953852, -37.0350706865, -37.0327887294, -37.0214727378, -37.022476684, -37.0103864857, -37.0117719102, -37.0273198226, -37.0346850879, -37.0212689429, -37.0211993076, -36.9881303056, -36.974839663, -36.9629404242, -36.970782468, -36.9709987508, -36.9670235049, -36.9483829778, -36.9423669498, -36.9430336982, -36.9381082087, -36.9333948876, -36.9333735006, -36.9358738521, -36.9412351097, -36.9616231082, -36.9590771961, -36.9753641627, -36.9930782571, -36.9971036147, -37.0048936774, -37.0184232961, -37.0589696516, -37.0555713489, -37.0674883859, -37.0722176215, -37.0868593723, -37.0928039979, -37.1042398604, -37.1148330118, -37.1263581853, -37.1297593819, -37.1404040532, -37.1522525721, -37.1725739498, -37.1726724428, -37.1739903137, -37.1806355869, -37.1729883095, -37.183113741, -37.193304812, -37.1778187197, -37.1784585028, -37.190133115, -37.1979512308, -37.2122134327, -37.213041029, -37.2176365363, -37.2342580933, -37.2135553331, -37.1903310906, -37.1518868122, -37.1384102942, -37.1089036732, -37.1073769608] [-6.807487622, -6.8074355197, -6.8024040596, -6.8127893315, -6.8326572044, -6.8426528742, -6.8381345766, -6.8461833362, -6.8580672974, -6.8598452606, -6.8732930348, -6.8740187578, -6.8796067424, -6.8917011327, -6.9041327071, -6.9132522593, -6.9132993006, -6.9357678676, -6.9326110845, -6.9337997148, -6.9542992919, -6.963478705, -6.9658180117, -6.958170872, -6.9591384043, -6.9822109429, -6.9883758368, -6.9925864605, -6.9973004814, -7.0106807525, -7.014502353, -7.0323789505, -7.0476638517, -7.0569240064, -7.0612872989, -7.0608704781, -7.0514676731, -7.0483002863, -7.0372248561, -7.0240927298, -7.0195785895, -7.0132706063, -7.0230075075, -7.0231792183, -7.0205628013, -7.012140395, -7.0098596496, -7.0020581422, -7.0016347358, -6.9907925951, -6.9818493394, -6.9818058551, -6.9729241768, -6.964319659, -6.9440708454, -6.9357781702, -6.9347316254, -6.9214496527, -6.9180535186, -6.9171797101, -6.9058458999, -6.9059842536, -6.8861076871, -6.8530493281, -6.8242338167, -6.8244169167, -6.8249634461, -6.7979618023, -6.785740924, -6.7998200428, -6.807487622]
195 São Miguel de Taipu POLYGON ((-35.1699035933 -7.1967081373, -35.158702745 -7.2092614979, -35.1550801319 -7.2066081542, -35.1508949677 -7.2127720616, -35.1584517678 -7.2292938342, -35.1709213264 -7.2637464976, -35.1713874217 -7.2723114359, -35.1774068454 -7.2858550061, -35.1816572316 -7.2954205495, -35.1916766572 -7.2980118815, -35.1931469328 -7.3107339034, -35.2113816701 -7.303688494, -35.2169310509 -7.3042868345, -35.220026282 -7.2996978082, -35.2233793474 -7.2921551273, -35.2334595632 -7.2639347075, -35.2417595143 -7.2406852583, -35.2387822758 -7.2254762323, -35.2321962775 -7.2167040589, -35.2322282478 -7.2051194319, -35.2300250083 -7.1915505748, -35.2193996723 -7.1907374919, -35.2015612915 -7.1873322229, -35.1875059182 -7.1770392952, -35.1870648431 -7.1769705866, -35.1862270846 -7.1830047713, -35.1819345864 -7.1832207123, -35.1699035933 -7.1967081373)) 2515005 SAO MIGUEL DE TAIPU SAO MIGUEL DE TAIPU 7131 1368 19.183845 [-35.1699035933, -35.158702745, -35.1550801319, -35.1508949677, -35.1584517678, -35.1709213264, -35.1713874217, -35.1774068454, -35.1816572316, -35.1916766572, -35.1931469328, -35.2113816701, -35.2169310509, -35.220026282, -35.2233793474, -35.2334595632, -35.2417595143, -35.2387822758, -35.2321962775, -35.2322282478, -35.2300250083, -35.2193996723, -35.2015612915, -35.1875059182, -35.1870648431, -35.1862270846, -35.1819345864, -35.1699035933] [-7.1967081373, -7.2092614979, -7.2066081542, -7.2127720616, -7.2292938342, -7.2637464976, -7.2723114359, -7.2858550061, -7.2954205495, -7.2980118815, -7.3107339034, -7.303688494, -7.3042868345, -7.2996978082, -7.2921551273, -7.2639347075, -7.2406852583, -7.2254762323, -7.2167040589, -7.2051194319, -7.1915505748, -7.1907374919, -7.1873322229, -7.1770392952, -7.1769705866, -7.1830047713, -7.1832207123, -7.1967081373]
196 São Sebastião de Lagoa de Roça POLYGON ((-35.8418312334 -7.0563115351, -35.8336970111 -7.0601326551, -35.8268983726 -7.0703759472, -35.8233490631 -7.0718609506, -35.8161140022 -7.0748868357, -35.8178607963 -7.0766928318, -35.8148092852 -7.0847170249, -35.8115630306 -7.0951624233, -35.8133040768 -7.1021266577, -35.8155576568 -7.1067951791, -35.8178063335 -7.1092649369, -35.8248258854 -7.121773548, -35.8296197465 -7.1256791974, -35.8325125484 -7.1238075921, -35.8392064205 -7.1236348846, -35.8417343861 -7.1156921751, -35.8454118246 -7.1201008954, -35.8520428902 -7.1166549202, -35.8634035617 -7.1195732822, -35.8682696262 -7.1120856276, -35.8712090189 -7.1091433396, -35.8739471502 -7.1064038104, -35.8890149214 -7.0881397812, -35.8961692932 -7.0838770376, -35.8953625577 -7.0822269766, -35.8863646361 -7.0638294656, -35.8859277498 -7.0629355926, -35.8809189815 -7.0526957016, -35.8715462653 -7.0578200281, -35.8639292864 -7.0568526482, -35.855413245 -7.0503150412, -35.8418312334 -7.0563115351)) 2515104 SAO SEBASTIAO DE LAGOA DE ROCA SAO SEBASTIAO DE LAGOA DE ROCA 11762 1541 13.101513 [-35.8418312334, -35.8336970111, -35.8268983726, -35.8233490631, -35.8161140022, -35.8178607963, -35.8148092852, -35.8115630306, -35.8133040768, -35.8155576568, -35.8178063335, -35.8248258854, -35.8296197465, -35.8325125484, -35.8392064205, -35.8417343861, -35.8454118246, -35.8520428902, -35.8634035617, -35.8682696262, -35.8712090189, -35.8739471502, -35.8890149214, -35.8961692932, -35.8953625577, -35.8863646361, -35.8859277498, -35.8809189815, -35.8715462653, -35.8639292864, -35.855413245, -35.8418312334] [-7.0563115351, -7.0601326551, -7.0703759472, -7.0718609506, -7.0748868357, -7.0766928318, -7.0847170249, -7.0951624233, -7.1021266577, -7.1067951791, -7.1092649369, -7.121773548, -7.1256791974, -7.1238075921, -7.1236348846, -7.1156921751, -7.1201008954, -7.1166549202, -7.1195732822, -7.1120856276, -7.1091433396, -7.1064038104, -7.0881397812, -7.0838770376, -7.0822269766, -7.0638294656, -7.0629355926, -7.0526957016, -7.0578200281, -7.0568526482, -7.0503150412, -7.0563115351]
197 São Sebastião do Umbuzeiro POLYGON ((-36.8904023306 -8.0520459675, -36.8963667687 -8.071632345699999, -36.8958647034 -8.086145049300001, -36.9164325928 -8.1012785062, -36.9167178612 -8.108174401399999, -36.9222311111 -8.1121654436, -36.9270549337 -8.126035245100001, -36.9363628527 -8.1377149944, -36.9408015633 -8.164603662199999, -36.9529801861 -8.1769134259, -36.9602253282 -8.1757147423, -36.9638124911 -8.181961065499999, -36.9626943502 -8.192608912900001, -36.957341358 -8.1985003993, -36.9601468802 -8.2121539532, -36.9634470556 -8.2117597437, -36.9648142476 -8.215006449000001, -36.958420337 -8.2437388258, -36.9588906619 -8.2494102075, -36.9684244723 -8.259082237399999, -36.9701590723 -8.2734526521, -36.9625203214 -8.286707849800001, -36.951048433 -8.2964861768, -36.9545830909 -8.2989369052, -36.9776770568 -8.2970032119, -36.9908143365 -8.302540221799999, -37.0150042848 -8.291661167699999, -37.0203074277 -8.289258045, -37.0397713714 -8.2659715507, -37.0808614822 -8.265960813, -37.0802785913 -8.2406686568, -37.0661898866 -8.2325858821, -37.0670768633 -8.2296892125, -37.0805536052 -8.221478209500001, -37.0895507973 -8.230752599800001, -37.1000864919 -8.2332935396, -37.1225726768 -8.2086533205, -37.1257575653 -8.1910841936, -37.1183193133 -8.1799771421, -37.1179179624 -8.1749390461, -37.1261100276 -8.173271074300001, -37.1408503206 -8.1768213133, -37.1598828557 -8.1699876804, -37.1630787823 -8.1582750457, -37.15066159 -8.1496289411, -37.1582714114 -8.1384568643, -37.1528862017 -8.1270548067, -37.1438299839 -8.124584008599999, -37.1328273156 -8.1232004856, -37.1212607037 -8.127858610800001, -37.1179987866 -8.125595667100001, -37.1062751421 -8.126996096799999, -37.092582468 -8.1205751385, -37.0837244632 -8.110323079300001, -37.0686156133 -8.106496417200001, -37.0611389269 -8.100468365299999, -37.0487201272 -8.099133074399999, -37.0429135632 -8.1028061968, -37.0261141677 -8.099742059, -37.0209867731 -8.094441617199999, -37.0208703806 -8.0944031478, -37.0282797561 -8.0811904148, -37.0319676901 -8.0693910688, -37.0302958361 -8.060933310399999, -37.0380482664 -8.0436363491, -37.0248045442 -8.041118510800001, -36.9881899174 -8.0533524714, -36.9775985693 -8.053197562299999, -36.9687732057 -8.0601955738, -36.9459661021 -8.0475684897, -36.9332782647 -8.043980123100001, -36.9248038171 -8.036568151299999, -36.9182058862 -8.0287813618, -36.9105184498 -8.027135249500001, -36.9049621267 -8.0188166563, -36.8930969894 -8.013596274399999, -36.8792438415 -8.016980351500001, -36.8752100193 -8.026901777400001, -36.8759878435 -8.042766691900001, -36.8819015565 -8.049529747499999, -36.8904023306 -8.0520459675)) 2515203 SAO SEBASTIAO DO UMBUZEIRO SAO SEBASTIAO DO UMBUZEIRO 3469 531 15.307005 [-36.8904023306, -36.8963667687, -36.8958647034, -36.9164325928, -36.9167178612, -36.9222311111, -36.9270549337, -36.9363628527, -36.9408015633, -36.9529801861, -36.9602253282, -36.9638124911, -36.9626943502, -36.957341358, -36.9601468802, -36.9634470556, -36.9648142476, 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198 Sapé POLYGON ((-35.2070447074 -6.940451521, -35.1839613992 -6.954482677, -35.1787575547 -6.9502663483, -35.1785516092 -6.9524059815, -35.1547486065 -6.9400271144, -35.148942577 -6.9421827839, -35.1323175014 -6.9404208617, -35.1370509355 -6.9444416707, -35.1395341494 -6.9626935553, -35.1459633349 -6.972845957, -35.138171381 -6.9832905513, -35.1346343131 -7.0066411503, -35.1273834157 -7.0094296975, -35.1291554353 -7.0105509549, -35.1610091686 -7.0318047807, -35.1457124641 -7.0453251687, -35.1376706329 -7.052431289, -35.1179180034 -7.0703087411, -35.1281799869 -7.099346237, -35.1396151468 -7.1317218623, -35.1427470091 -7.1405916061, -35.1521106049 -7.1490096926, -35.1678272856 -7.1601852469, -35.1723108122 -7.1639105888, -35.1788895311 -7.1734438843, -35.1870648431 -7.1769705866, -35.1875059182 -7.1770392952, -35.1904283521 -7.1761616174, -35.1909409942 -7.1706060411, -35.1966355458 -7.1744717637, -35.2008772557 -7.1720584022, -35.2091866463 -7.1748221884, -35.2117571172 -7.1652656656, -35.217067616 -7.1653110484, -35.2172585612 -7.1585633488, -35.2276937044 -7.1607274825, -35.2270261486 -7.1498922234, -35.231231903 -7.1489963343, -35.2320884431 -7.1421071755, -35.2375874784 -7.1378513285, -35.2389982382 -7.1296866051, -35.2357895087 -7.1228406869, -35.2383578567 -7.1192292338, -35.250780997 -7.121744201, -35.2612082405 -7.1289116181, -35.2610344569 -7.1375977443, -35.2706233748 -7.1321009298, -35.2750234853 -7.1211214899, -35.2729386516 -7.1161209759, -35.2850849516 -7.1164492759, -35.2839010647 -7.1106340036, -35.2874933917 -7.1085551955, -35.278667707 -7.1047030252, -35.2610279287 -7.0765266679, -35.2609363616 -7.0763332433, -35.2544144189 -7.0677979615, -35.2531954256 -7.0578019559, -35.2479585578 -7.0508281441, -35.2583947516 -7.037239114, -35.2556773895 -7.026331262, -35.2557188301 -7.0128335306, -35.2527758449 -6.9854507068, -35.2633362063 -6.9639385531, -35.2622604272 -6.9550287569, -35.2563140901 -6.9525125136, -35.2437704728 -6.9538057457, -35.2221062793 -6.9469675911, -35.2217832055 -6.946433068, -35.2214829231 -6.9459389252, -35.2192260591 -6.9422155404, -35.2070447074 -6.940451521)) 2515302 SAPE SAPE 52463 8813 16.798506 [-35.2070447074, -35.1839613992, -35.1787575547, -35.1785516092, -35.1547486065, -35.148942577, -35.1323175014, -35.1370509355, -35.1395341494, -35.1459633349, -35.138171381, -35.1346343131, -35.1273834157, -35.1291554353, -35.1610091686, -35.1457124641, -35.1376706329, -35.1179180034, -35.1281799869, -35.1396151468, -35.1427470091, -35.1521106049, -35.1678272856, -35.1723108122, -35.1788895311, -35.1870648431, -35.1875059182, -35.1904283521, -35.1909409942, -35.1966355458, -35.2008772557, -35.2091866463, -35.2117571172, -35.217067616, -35.2172585612, -35.2276937044, -35.2270261486, -35.231231903, -35.2320884431, -35.2375874784, -35.2389982382, -35.2357895087, -35.2383578567, -35.250780997, -35.2612082405, -35.2610344569, -35.2706233748, -35.2750234853, -35.2729386516, -35.2850849516, -35.2839010647, -35.2874933917, -35.278667707, -35.2610279287, -35.2609363616, -35.2544144189, -35.2531954256, -35.2479585578, -35.2583947516, -35.2556773895, -35.2557188301, -35.2527758449, -35.2633362063, -35.2622604272, -35.2563140901, -35.2437704728, -35.2221062793, -35.2217832055, -35.2214829231, -35.2192260591, -35.2070447074] [-6.940451521, -6.954482677, -6.9502663483, -6.9524059815, -6.9400271144, -6.9421827839, -6.9404208617, -6.9444416707, -6.9626935553, -6.972845957, -6.9832905513, -7.0066411503, -7.0094296975, -7.0105509549, -7.0318047807, -7.0453251687, -7.052431289, -7.0703087411, -7.099346237, -7.1317218623, -7.1405916061, -7.1490096926, -7.1601852469, -7.1639105888, -7.1734438843, -7.1769705866, -7.1770392952, -7.1761616174, -7.1706060411, -7.1744717637, -7.1720584022, -7.1748221884, -7.1652656656, -7.1653110484, -7.1585633488, -7.1607274825, -7.1498922234, -7.1489963343, -7.1421071755, -7.1378513285, -7.1296866051, -7.1228406869, -7.1192292338, -7.121744201, -7.1289116181, -7.1375977443, -7.1321009298, -7.1211214899, -7.1161209759, -7.1164492759, -7.1106340036, -7.1085551955, -7.1047030252, -7.0765266679, -7.0763332433, -7.0677979615, -7.0578019559, -7.0508281441, -7.037239114, -7.026331262, -7.0128335306, -6.9854507068, -6.9639385531, -6.9550287569, -6.9525125136, -6.9538057457, -6.9469675911, -6.946433068, -6.9459389252, -6.9422155404, -6.940451521]
199 Seridó POLYGON ((-36.5343256322 -6.8367973958, -36.5296105669 -6.8410336826, -36.5268318371 -6.8373461133, -36.5188544896 -6.8399743446, -36.5175339381 -6.8453970498, -36.5124893754 -6.8470404628, -36.5115121691 -6.8444456748, -36.5042978164 -6.8495039157, -36.4889121448 -6.8361466625, -36.482383683 -6.8391684086, -36.4813306054 -6.8454597405, -36.4758696764 -6.8447628322, -36.4758051928 -6.8483533753, -36.4686502101 -6.8455445951, -36.4663804349 -6.8484096266, -36.4644039751 -6.846153168, -36.4475669156 -6.8483110206, -36.438542408 -6.8430820122, -36.4330241007 -6.8483488037, -36.4265865206 -6.8481991357, -36.4244507362 -6.8423723405, -36.4137113532 -6.8529071857, -36.4083691218 -6.854673813, -36.4081436627 -6.8546745652, -36.4056764827 -6.8458414526, -36.3991480147 -6.8500360861, -36.393745335 -6.8456938515, -36.3874004702 -6.8480958863, -36.38461052 -6.8454563136, -36.3788394071 -6.8489870859, -36.3746471659 -6.8471843154, -36.3701066978 -6.8549554784, -36.3639343133 -6.8604600263, -36.3690893429 -6.8728336378, -36.382189032 -6.8860096714, -36.3766768 -6.8937366473, -36.3624667959 -6.9129171545, -36.3314477215 -6.9303415096, -36.325772359 -6.9385256426, -36.3342146156 -6.9470176465, -36.351196868 -6.9555396602, -36.3747991502 -6.9707589416, -36.374974118 -6.9708714865, -36.3936725124 -6.982930199, -36.4447792593 -6.9896508615, -36.4763734139 -6.9938052198, -36.4731154004 -6.9493492932, -36.4749798602 -6.9480463692, -36.5442626905 -6.899622066, -36.557686872 -6.8887350332, -36.5676044131 -6.8743943583, -36.566458508 -6.8661889036, -36.5737440955 -6.8570548259, -36.5694598858 -6.8476054456, -36.5598210028 -6.8403706204, -36.5433328603 -6.841695869, -36.5380357771 -6.8434149782, -36.5343256322 -6.8367973958)) 2515401 SAO VICENTE DO SERIDO SAO VICENTE DO SERIDO 10994 1900 17.282154 [-36.5343256322, -36.5296105669, -36.5268318371, -36.5188544896, -36.5175339381, -36.5124893754, -36.5115121691, -36.5042978164, -36.4889121448, -36.482383683, -36.4813306054, -36.4758696764, -36.4758051928, -36.4686502101, -36.4663804349, -36.4644039751, -36.4475669156, -36.438542408, -36.4330241007, -36.4265865206, -36.4244507362, -36.4137113532, -36.4083691218, -36.4081436627, -36.4056764827, -36.3991480147, -36.393745335, -36.3874004702, -36.38461052, -36.3788394071, -36.3746471659, -36.3701066978, -36.3639343133, -36.3690893429, -36.382189032, -36.3766768, -36.3624667959, -36.3314477215, -36.325772359, -36.3342146156, -36.351196868, -36.3747991502, -36.374974118, -36.3936725124, -36.4447792593, -36.4763734139, -36.4731154004, -36.4749798602, -36.5442626905, -36.557686872, -36.5676044131, -36.566458508, -36.5737440955, -36.5694598858, -36.5598210028, -36.5433328603, -36.5380357771, -36.5343256322] [-6.8367973958, -6.8410336826, -6.8373461133, -6.8399743446, -6.8453970498, -6.8470404628, -6.8444456748, -6.8495039157, -6.8361466625, -6.8391684086, -6.8454597405, -6.8447628322, -6.8483533753, -6.8455445951, -6.8484096266, -6.846153168, -6.8483110206, -6.8430820122, -6.8483488037, -6.8481991357, -6.8423723405, -6.8529071857, -6.854673813, -6.8546745652, -6.8458414526, -6.8500360861, -6.8456938515, -6.8480958863, -6.8454563136, -6.8489870859, -6.8471843154, -6.8549554784, -6.8604600263, -6.8728336378, -6.8860096714, -6.8937366473, -6.9129171545, -6.9303415096, -6.9385256426, -6.9470176465, -6.9555396602, -6.9707589416, -6.9708714865, -6.982930199, -6.9896508615, -6.9938052198, -6.9493492932, -6.9480463692, -6.899622066, -6.8887350332, -6.8743943583, -6.8661889036, -6.8570548259, -6.8476054456, -6.8403706204, -6.841695869, -6.8434149782, -6.8367973958]
200 Serra Branca POLYGON ((-36.6743598589 -7.3811101058, -36.6639698525 -7.3891298652, -36.6354891195 -7.3923122393, -36.6345871072 -7.393439319, -36.5931837812 -7.4451359179, -36.5304503226 -7.5276662167, -36.5410355698 -7.5359212084, -36.5999977935 -7.5819144484, -36.6395557656 -7.5854164825, -36.7119602776 -7.5918219229, -36.7139825415 -7.5927293602, -36.7087943886 -7.6211840528, -36.699003219 -7.6747855746, -36.6932133616 -7.678522178, -36.6882983062 -7.6757221627, -36.6794796715 -7.6771917573, -36.6703767819 -7.6827936873, -36.6613707483 -7.6799715849, -36.6583253601 -7.6843366982, -36.6689077931 -7.6834313117, -36.7072241686 -7.6965669162, -36.7125220567 -7.6948706352, -36.7284357818 -7.7010391517, -36.7297505979 -7.7049220849, -36.74496126 -7.7140530942, -36.7539095785 -7.7152127205, -36.7638000507 -7.7283767019, -36.7865582872 -7.6900341595, -36.7965493454 -7.6731877869, -36.7960960267 -7.6645454931, -36.7954482806 -7.6616082048, -36.7826957413 -7.656431233, -36.7831606335 -7.6482543417, -36.8099861559 -7.6457327895, -36.8146478075 -7.6187784436, -36.8230761891 -7.608321543, -36.823187104 -7.6082486413, -36.8393388118 -7.5932188466, -36.8244098282 -7.5795296552, -36.8385930968 -7.5585211702, -36.8290385791 -7.5390448376, -36.828511822 -7.5369647362, -36.8740669916 -7.5348357468, -36.8871675483 -7.5342224521, -36.9005206427 -7.533596486, -36.8759024908 -7.5156626185, -36.8539183975 -7.4996489588, -36.8341179937 -7.4852311155, -36.7682414403 -7.4627892072, -36.7374943958 -7.4523162527, -36.7350217726 -7.4217719024, -36.7268905514 -7.4107040666, -36.7270595768 -7.405610873, -36.7162289737 -7.4014471501, -36.7118411681 -7.3951512608, -36.7080583366 -7.3923500986, -36.6920827782 -7.3864931046, -36.6805781347 -7.3876858097, -36.6743598589 -7.3811101058)) 2515500 SERRA BRANCA SERRA BRANCA 13637 2076 15.223290 [-36.6743598589, -36.6639698525, -36.6354891195, -36.6345871072, -36.5931837812, -36.5304503226, -36.5410355698, -36.5999977935, -36.6395557656, -36.7119602776, -36.7139825415, -36.7087943886, -36.699003219, -36.6932133616, -36.6882983062, -36.6794796715, -36.6703767819, -36.6613707483, -36.6583253601, -36.6689077931, -36.7072241686, -36.7125220567, -36.7284357818, -36.7297505979, -36.74496126, -36.7539095785, -36.7638000507, -36.7865582872, -36.7965493454, -36.7960960267, -36.7954482806, -36.7826957413, -36.7831606335, -36.8099861559, -36.8146478075, -36.8230761891, -36.823187104, -36.8393388118, -36.8244098282, -36.8385930968, -36.8290385791, -36.828511822, -36.8740669916, -36.8871675483, -36.9005206427, -36.8759024908, -36.8539183975, -36.8341179937, -36.7682414403, -36.7374943958, -36.7350217726, -36.7268905514, -36.7270595768, -36.7162289737, -36.7118411681, -36.7080583366, -36.6920827782, -36.6805781347, -36.6743598589] [-7.3811101058, -7.3891298652, -7.3923122393, -7.393439319, -7.4451359179, -7.5276662167, -7.5359212084, -7.5819144484, -7.5854164825, -7.5918219229, -7.5927293602, -7.6211840528, -7.6747855746, -7.678522178, -7.6757221627, -7.6771917573, -7.6827936873, -7.6799715849, -7.6843366982, -7.6834313117, -7.6965669162, -7.6948706352, -7.7010391517, -7.7049220849, -7.7140530942, -7.7152127205, -7.7283767019, -7.6900341595, -7.6731877869, -7.6645454931, -7.6616082048, -7.656431233, -7.6482543417, -7.6457327895, -7.6187784436, -7.608321543, -7.6082486413, -7.5932188466, -7.5795296552, -7.5585211702, -7.5390448376, -7.5369647362, -7.5348357468, -7.5342224521, -7.533596486, -7.5156626185, -7.4996489588, -7.4852311155, -7.4627892072, -7.4523162527, -7.4217719024, -7.4107040666, -7.405610873, -7.4014471501, -7.3951512608, -7.3923500986, -7.3864931046, -7.3876858097, -7.3811101058]
201 Serra da Raiz POLYGON ((-35.4540026613 -6.7269986284, -35.4749484724 -6.7403093456, -35.4981428987 -6.7320623355, -35.4960418724 -6.7302187223, -35.4656610076 -6.70356406, -35.45549368 -6.6889808868, -35.4464099573 -6.6759551239, -35.4230591511 -6.6667822662, -35.4157773475 -6.6740186713, -35.4182518832 -6.6829597851, -35.4214782687 -6.6888907082, -35.4305537754 -6.7065020996, -35.4336781972 -6.7070797944, -35.4391504921 -6.7119063927, -35.4416794966 -6.7230468651, -35.4540026613 -6.7269986284)) 2515609 SERRA DA RAIZ SERRA DA RAIZ 3137 385 12.272872 [-35.4540026613, -35.4749484724, -35.4981428987, -35.4960418724, -35.4656610076, -35.45549368, -35.4464099573, -35.4230591511, -35.4157773475, -35.4182518832, -35.4214782687, -35.4305537754, -35.4336781972, -35.4391504921, -35.4416794966, -35.4540026613] [-6.7269986284, -6.7403093456, -6.7320623355, -6.7302187223, -6.70356406, -6.6889808868, -6.6759551239, -6.6667822662, -6.6740186713, -6.6829597851, -6.6888907082, -6.7065020996, -6.7070797944, -6.7119063927, -6.7230468651, -6.7269986284]
202 Serra Grande POLYGON ((-38.3300280593 -7.1770957865, -38.328924066 -7.1838773154, -38.3372818939 -7.192341411, -38.3382076665 -7.2012098427, -38.3504816845 -7.2230016267, -38.3521329696 -7.2343378241, -38.3605060156 -7.2322654239, -38.3765825122 -7.2604085901, -38.3855741159 -7.2636417764, -38.3888603427 -7.2832976903, -38.412771359 -7.3049301562, -38.4134845049 -7.305695778, -38.4216458286 -7.3030264101, -38.421380424 -7.2894220086, -38.4165528796 -7.2809928263, -38.4194719278 -7.2699041644, -38.4161007771 -7.2612444646, -38.4128035998 -7.253667066, -38.4031963294 -7.2482331195, -38.4115861373 -7.2378117174, -38.4056303471 -7.2212811282, -38.4061838693 -7.2072049738, -38.4049843453 -7.1999123983, -38.3934776153 -7.1787174905, -38.3848883687 -7.1791992216, -38.3827080605 -7.1757471332, -38.3843968215 -7.1661932128, -38.3441667081 -7.1547094438, -38.3349677933 -7.1553865867, -38.3331825181 -7.1599160607, -38.3180902123 -7.1594996702, -38.316742962 -7.1688140382, -38.3300280593 -7.1770957865)) 2515708 SERRA GRANDE SERRA GRANDE 3089 534 17.287148 [-38.3300280593, -38.328924066, -38.3372818939, -38.3382076665, -38.3504816845, -38.3521329696, -38.3605060156, -38.3765825122, -38.3855741159, -38.3888603427, -38.412771359, -38.4134845049, -38.4216458286, -38.421380424, -38.4165528796, -38.4194719278, -38.4161007771, -38.4128035998, -38.4031963294, -38.4115861373, -38.4056303471, -38.4061838693, -38.4049843453, -38.3934776153, -38.3848883687, -38.3827080605, -38.3843968215, -38.3441667081, -38.3349677933, -38.3331825181, -38.3180902123, -38.316742962, -38.3300280593] [-7.1770957865, -7.1838773154, -7.192341411, -7.2012098427, -7.2230016267, -7.2343378241, -7.2322654239, -7.2604085901, -7.2636417764, -7.2832976903, -7.3049301562, -7.305695778, -7.3030264101, -7.2894220086, -7.2809928263, -7.2699041644, -7.2612444646, -7.253667066, -7.2482331195, -7.2378117174, -7.2212811282, -7.2072049738, -7.1999123983, -7.1787174905, -7.1791992216, -7.1757471332, -7.1661932128, -7.1547094438, -7.1553865867, -7.1599160607, -7.1594996702, -7.1688140382, -7.1770957865]
203 Serra Redonda POLYGON ((-35.6241248241 -7.1324476198, -35.6202774161 -7.1533823352, -35.610437323 -7.1606359563, -35.6075926154 -7.1682756367, -35.6226601751 -7.1784395725, -35.6405378538 -7.183951507, -35.6615882523 -7.1904424586, -35.6638685617 -7.1947528195, -35.6639576053 -7.1949215706, -35.671350921 -7.207373079, -35.6952762376 -7.2172260298, -35.6981636861 -7.2184155744, -35.6946859893 -7.2033783928, -35.7036016233 -7.1914118913, -35.709362719 -7.1842036268, -35.7108383465 -7.1706325697, -35.7107538267 -7.1668166546, -35.6968436606 -7.159906778, -35.6949519367 -7.1558823443, -35.6878391606 -7.1558481871, -35.6802077757 -7.1483501235, -35.6719276454 -7.1469437812, -35.6600435817 -7.1388730661, -35.652753658 -7.1395824016, -35.6474554743 -7.1449611946, -35.634956285 -7.1328783302, -35.6241248241 -7.1324476198)) 2515807 SERRA REDONDA SERRA REDONDA 7036 1057 15.022740 [-35.6241248241, -35.6202774161, -35.610437323, -35.6075926154, -35.6226601751, -35.6405378538, -35.6615882523, -35.6638685617, -35.6639576053, -35.671350921, -35.6952762376, -35.6981636861, -35.6946859893, -35.7036016233, -35.709362719, -35.7108383465, -35.7107538267, -35.6968436606, -35.6949519367, -35.6878391606, -35.6802077757, -35.6719276454, -35.6600435817, -35.652753658, -35.6474554743, -35.634956285, -35.6241248241] [-7.1324476198, -7.1533823352, -7.1606359563, -7.1682756367, -7.1784395725, -7.183951507, -7.1904424586, -7.1947528195, -7.1949215706, -7.207373079, -7.2172260298, -7.2184155744, -7.2033783928, -7.1914118913, -7.1842036268, -7.1706325697, -7.1668166546, -7.159906778, -7.1558823443, -7.1558481871, -7.1483501235, -7.1469437812, -7.1388730661, -7.1395824016, -7.1449611946, -7.1328783302, -7.1324476198]
204 Serraria POLYGON ((-35.6059404909 -6.8110047882, -35.5997789134 -6.8110286356, -35.5988365276 -6.8108438472, -35.5743651812 -6.8060465131, -35.5781105814 -6.8165462695, -35.5800283685 -6.821922321, -35.581441348 -6.8251342971, -35.5874891319 -6.8388810989, -35.6176019067 -6.8517072791, -35.6304341669 -6.8535106378, -35.6313205414 -6.8533965344, -35.6414216933 -6.8542746926, -35.6585728146 -6.8676978993, -35.6739878146 -6.8662982764, -35.6781400786 -6.8673277702, -35.6875878498 -6.8618159399, -35.6925618672 -6.8598065076, -35.6991427641 -6.8460910213, -35.7088167654 -6.8408222491, -35.7016003466 -6.8328533688, -35.7005482297 -6.8143185133, -35.6791874753 -6.8270337726, -35.6681948865 -6.8108437353, -35.6681452218 -6.8107713294, -35.6364569976 -6.8003095789, -35.6280893352 -6.8066676467, -35.6168239573 -6.8094687687, -35.6059404909 -6.8110047882)) 2515906 SERRARIA SERRARIA 6123 1054 17.213784 [-35.6059404909, -35.5997789134, -35.5988365276, -35.5743651812, -35.5781105814, -35.5800283685, -35.581441348, -35.5874891319, -35.6176019067, -35.6304341669, -35.6313205414, -35.6414216933, -35.6585728146, -35.6739878146, -35.6781400786, -35.6875878498, -35.6925618672, -35.6991427641, -35.7088167654, -35.7016003466, -35.7005482297, -35.6791874753, -35.6681948865, -35.6681452218, -35.6364569976, -35.6280893352, -35.6168239573, -35.6059404909] [-6.8110047882, -6.8110286356, -6.8108438472, -6.8060465131, -6.8165462695, -6.821922321, -6.8251342971, -6.8388810989, -6.8517072791, -6.8535106378, -6.8533965344, -6.8542746926, -6.8676978993, -6.8662982764, -6.8673277702, -6.8618159399, -6.8598065076, -6.8460910213, -6.8408222491, -6.8328533688, -6.8143185133, -6.8270337726, -6.8108437353, -6.8107713294, -6.8003095789, -6.8066676467, -6.8094687687, -6.8110047882]
205 Sertãozinho POLYGON ((-35.3720139955 -6.7476892417, -35.3741391204 -6.7559962446, -35.3904156043 -6.7611671715, -35.408584614 -6.7654595887, -35.4124050274 -6.7637812761, -35.4176602888 -6.7578644875, -35.4254313434 -6.7575718421, -35.4330042832 -6.7526662924, -35.4451143506 -6.7681825262, -35.4465081959 -6.7556702406, -35.4433251995 -6.7520285622, -35.4431405537 -6.7513854061, -35.4749484724 -6.7403093456, -35.4540026613 -6.7269986284, -35.4416794966 -6.7230468651, -35.4391504921 -6.7119063927, -35.4336781972 -6.7070797944, -35.4253248555 -6.7135887044, -35.4189246705 -6.7257976631, -35.4168472421 -6.727065931, -35.4166903073 -6.7272356973, -35.412167639 -6.7321460513, -35.3814281903 -6.7406777788, -35.3720139955 -6.7476892417)) 2515930 SERTAOZINHO SERTAOZINHO 4969 590 11.873616 [-35.3720139955, -35.3741391204, -35.3904156043, -35.408584614, -35.4124050274, -35.4176602888, -35.4254313434, -35.4330042832, -35.4451143506, -35.4465081959, -35.4433251995, -35.4431405537, -35.4749484724, -35.4540026613, -35.4416794966, -35.4391504921, -35.4336781972, -35.4253248555, -35.4189246705, -35.4168472421, -35.4166903073, -35.412167639, -35.3814281903, -35.3720139955] [-6.7476892417, -6.7559962446, -6.7611671715, -6.7654595887, -6.7637812761, -6.7578644875, -6.7575718421, -6.7526662924, -6.7681825262, -6.7556702406, -6.7520285622, -6.7513854061, -6.7403093456, -6.7269986284, -6.7230468651, -6.7119063927, -6.7070797944, -6.7135887044, -6.7257976631, -6.727065931, -6.7272356973, -6.7321460513, -6.7406777788, -6.7476892417]
206 Sobrado POLYGON ((-35.2270261486 -7.1498922234, -35.2276937044 -7.1607274825, -35.2172585612 -7.1585633488, -35.217067616 -7.1653110484, -35.2117571172 -7.1652656656, -35.2091866463 -7.1748221884, -35.2008772557 -7.1720584022, -35.1966355458 -7.1744717637, -35.1909409942 -7.1706060411, -35.1904283521 -7.1761616174, -35.1875059182 -7.1770392952, -35.2015612915 -7.1873322229, -35.2193996723 -7.1907374919, -35.2300250083 -7.1915505748, -35.2322282478 -7.2051194319, -35.2358898753 -7.2051676247, -35.2375975103 -7.2109623906, -35.2519331052 -7.2132246144, -35.2542565539 -7.2108220842, -35.2698497487 -7.2137715709, -35.2737485363 -7.2101013093, -35.2813686709 -7.2126360849, -35.2820804007 -7.2159282575, -35.2857111651 -7.2124011276, -35.2895151497 -7.2164111462, -35.3034451636 -7.2141956468, -35.3044206825 -7.2156347756, -35.3084260016 -7.2045180996, -35.3234152051 -7.1850138866, -35.3335776668 -7.1794516591, -35.3323669277 -7.1746255755, -35.2939960708 -7.1849034736, -35.2891460078 -7.1860692638, -35.2812299392 -7.1879738068, -35.259399598 -7.1635477936, -35.2585165207 -7.1576258818, -35.2556049708 -7.1452146655, -35.2558171251 -7.1403149475, -35.2610344569 -7.1375977443, -35.2612082405 -7.1289116181, -35.250780997 -7.121744201, -35.2383578567 -7.1192292338, -35.2357895087 -7.1228406869, -35.2389982382 -7.1296866051, -35.2375874784 -7.1378513285, -35.2320884431 -7.1421071755, -35.231231903 -7.1489963343, -35.2270261486 -7.1498922234)) 2515971 SOBRADO SOBRADO 7754 1590 20.505546 [-35.2270261486, -35.2276937044, -35.2172585612, -35.217067616, -35.2117571172, -35.2091866463, -35.2008772557, -35.1966355458, -35.1909409942, -35.1904283521, -35.1875059182, -35.2015612915, -35.2193996723, -35.2300250083, -35.2322282478, -35.2358898753, -35.2375975103, -35.2519331052, -35.2542565539, -35.2698497487, -35.2737485363, -35.2813686709, -35.2820804007, -35.2857111651, -35.2895151497, -35.3034451636, -35.3044206825, -35.3084260016, -35.3234152051, -35.3335776668, -35.3323669277, -35.2939960708, -35.2891460078, -35.2812299392, -35.259399598, -35.2585165207, -35.2556049708, -35.2558171251, -35.2610344569, -35.2612082405, -35.250780997, -35.2383578567, -35.2357895087, -35.2389982382, -35.2375874784, -35.2320884431, -35.231231903, -35.2270261486] [-7.1498922234, -7.1607274825, -7.1585633488, -7.1653110484, -7.1652656656, -7.1748221884, -7.1720584022, -7.1744717637, -7.1706060411, -7.1761616174, -7.1770392952, -7.1873322229, -7.1907374919, -7.1915505748, -7.2051194319, -7.2051676247, -7.2109623906, -7.2132246144, -7.2108220842, -7.2137715709, -7.2101013093, -7.2126360849, -7.2159282575, -7.2124011276, -7.2164111462, -7.2141956468, -7.2156347756, -7.2045180996, -7.1850138866, -7.1794516591, -7.1746255755, -7.1849034736, -7.1860692638, -7.1879738068, -7.1635477936, -7.1576258818, -7.1452146655, -7.1403149475, -7.1375977443, -7.1289116181, -7.121744201, -7.1192292338, -7.1228406869, -7.1296866051, -7.1378513285, -7.1421071755, -7.1489963343, -7.1498922234]
207 Solânea POLYGON ((-35.7105891907 -6.6537984696, -35.6975445157 -6.6574443486, -35.6879148464 -6.6538693405, -35.6832293516 -6.6589554126, -35.6833125196 -6.6591701904, -35.68857101 -6.6697957724, -35.685190012 -6.6826927669, -35.6777919773 -6.6874924887, -35.6726325085 -6.7034606019, -35.6726300031 -6.716796639, -35.676165143 -6.7256139729, -35.6731686501 -6.7316262969, -35.663490605 -6.7466339926, -35.6518802168 -6.754969154, -35.6484932881 -6.7584898652, -35.6474251034 -6.7622030123, -35.643865886 -6.7745727665, -35.6364569976 -6.8003095789, -35.6681452218 -6.8107713294, -35.6681948865 -6.8108437353, -35.6791874753 -6.8270337726, -35.7005482297 -6.8143185133, -35.7019159792 -6.8146692947, -35.705770222 -6.8192086799, -35.7158930943 -6.8206738291, -35.7197466169 -6.8247940569, -35.7290981952 -6.8168585546, -35.742222931 -6.8131222274, -35.7521564823 -6.8249333855, -35.7549548456 -6.8245172994, -35.75919821 -6.8241678771, -35.7624192243 -6.8237548833, -35.7865216196 -6.8237796007, -35.7889172628 -6.8187215773, -35.8039969124 -6.7868733232, -35.809771311 -6.769194912, -35.7937936398 -6.756068056, -35.797506626 -6.7526268089, -35.7942260846 -6.7491168186, -35.788840665 -6.7486159324, -35.7854632134 -6.7149922246, -35.7798683325 -6.7045695554, -35.7821701365 -6.7007444251, -35.7792774476 -6.6973965925, -35.7803819497 -6.6908719816, -35.7799356778 -6.6906615142, -35.7599058694 -6.6905695228, -35.7488870622 -6.685468948, -35.7445436087 -6.676880423, -35.7444479043 -6.6768744625, -35.7422800781 -6.6767402686, -35.7387434675 -6.6733094232, -35.7216946165 -6.6701954179, -35.7145976981 -6.6636015674, -35.7105891907 -6.6537984696)) 2516003 SOLANEA SOLANEA 26551 4547 17.125532 [-35.7105891907, -35.6975445157, -35.6879148464, -35.6832293516, -35.6833125196, -35.68857101, -35.685190012, -35.6777919773, -35.6726325085, -35.6726300031, -35.676165143, -35.6731686501, -35.663490605, -35.6518802168, -35.6484932881, -35.6474251034, -35.643865886, -35.6364569976, -35.6681452218, -35.6681948865, -35.6791874753, -35.7005482297, -35.7019159792, -35.705770222, -35.7158930943, -35.7197466169, -35.7290981952, -35.742222931, -35.7521564823, -35.7549548456, -35.75919821, -35.7624192243, -35.7865216196, -35.7889172628, -35.8039969124, -35.809771311, -35.7937936398, -35.797506626, -35.7942260846, -35.788840665, -35.7854632134, -35.7798683325, -35.7821701365, -35.7792774476, -35.7803819497, -35.7799356778, -35.7599058694, -35.7488870622, -35.7445436087, -35.7444479043, -35.7422800781, -35.7387434675, -35.7216946165, -35.7145976981, -35.7105891907] [-6.6537984696, -6.6574443486, -6.6538693405, -6.6589554126, -6.6591701904, -6.6697957724, -6.6826927669, -6.6874924887, -6.7034606019, -6.716796639, -6.7256139729, -6.7316262969, -6.7466339926, -6.754969154, -6.7584898652, -6.7622030123, -6.7745727665, -6.8003095789, -6.8107713294, -6.8108437353, -6.8270337726, -6.8143185133, -6.8146692947, -6.8192086799, -6.8206738291, -6.8247940569, -6.8168585546, -6.8131222274, -6.8249333855, -6.8245172994, -6.8241678771, -6.8237548833, -6.8237796007, -6.8187215773, -6.7868733232, -6.769194912, -6.756068056, -6.7526268089, -6.7491168186, -6.7486159324, -6.7149922246, -6.7045695554, -6.7007444251, -6.6973965925, -6.6908719816, -6.6906615142, -6.6905695228, -6.685468948, -6.676880423, -6.6768744625, -6.6767402686, -6.6733094232, -6.6701954179, -6.6636015674, -6.6537984696]
208 Soledade POLYGON ((-36.2184301901 -7.1773767713, -36.220019494 -7.1878567416, -36.2242299175 -7.1970202143, -36.2221835468 -7.20023245, -36.2853630575 -7.1926979677, -36.3257731506 -7.1883499305, -36.4057226107 -7.2178896965, -36.4181924328 -7.1990529181, -36.4859906411 -7.1895711057, -36.4881348238 -7.160001829, -36.483351346 -7.1442792945, -36.4697124794 -7.1324599567, -36.471989516 -7.1216310602, -36.4873134452 -7.0349379974, -36.4876350704 -7.0319114693, -36.4881806868 -7.026764672, -36.4759791675 -7.0000293945, -36.4763734139 -6.9938052198, -36.4447792593 -6.9896508615, -36.3936725124 -6.982930199, -36.374974118 -6.9708714865, -36.3747991502 -6.9707589416, -36.351196868 -6.9555396602, -36.3051047605 -7.044993584, -36.2812592909 -7.091205762, -36.2332606238 -7.1046195839, -36.2332402737 -7.1047216216, -36.2312324625 -7.1149392562, -36.2250925284 -7.1212938038, -36.2227699869 -7.1345843778, -36.226254932 -7.1369105657, -36.2196705803 -7.1545740845, -36.2218333122 -7.1611910233, -36.2182531106 -7.1616358609, -36.2211094816 -7.1669881263, -36.2184301901 -7.1773767713)) 2516102 SOLEDADE SOLEDADE 14853 2144 14.434794 [-36.2184301901, -36.220019494, -36.2242299175, -36.2221835468, -36.2853630575, -36.3257731506, -36.4057226107, -36.4181924328, -36.4859906411, -36.4881348238, -36.483351346, -36.4697124794, -36.471989516, -36.4873134452, -36.4876350704, -36.4881806868, -36.4759791675, -36.4763734139, -36.4447792593, -36.3936725124, -36.374974118, -36.3747991502, -36.351196868, -36.3051047605, -36.2812592909, -36.2332606238, -36.2332402737, -36.2312324625, -36.2250925284, -36.2227699869, -36.226254932, -36.2196705803, -36.2218333122, -36.2182531106, -36.2211094816, -36.2184301901] [-7.1773767713, -7.1878567416, -7.1970202143, -7.20023245, -7.1926979677, -7.1883499305, -7.2178896965, -7.1990529181, -7.1895711057, -7.160001829, -7.1442792945, -7.1324599567, -7.1216310602, -7.0349379974, -7.0319114693, -7.026764672, -7.0000293945, -6.9938052198, -6.9896508615, -6.982930199, -6.9708714865, -6.9707589416, -6.9555396602, -7.044993584, -7.091205762, -7.1046195839, -7.1047216216, -7.1149392562, -7.1212938038, -7.1345843778, -7.1369105657, -7.1545740845, -7.1611910233, -7.1616358609, -7.1669881263, -7.1773767713]
209 Sossêgo POLYGON ((-36.1724818568 -6.6786550802, -36.1569122273 -6.6801061235, -36.1488841043 -6.6770299818, -36.1392371847 -6.6793886755, -36.1063410667 -6.6679235253, -36.1493789519 -6.7171672853, -36.149439207 -6.7172496612, -36.1664037054 -6.7366551804, -36.2485791362 -6.8307682813, -36.2611053393 -6.8451221193, -36.2587932641 -6.8091797692, -36.2563541382 -6.7714100893, -36.2560794058 -6.7671717652, -36.2526621541 -6.7144720345, -36.2526576967 -6.7143976035, -36.250690425 -6.6841650149, -36.2427904761 -6.6417541146, -36.2427354161 -6.6414568723, -36.2345188788 -6.6413060253, -36.2275002548 -6.6468756798, -36.2118781348 -6.6623274871, -36.1901956965 -6.6736035472, -36.1878811725 -6.6746832728, -36.1724818568 -6.6786550802)) 2516151 SOSSEGO SOSSEGO 3522 605 17.177740 [-36.1724818568, -36.1569122273, -36.1488841043, -36.1392371847, -36.1063410667, -36.1493789519, -36.149439207, -36.1664037054, -36.2485791362, -36.2611053393, -36.2587932641, -36.2563541382, -36.2560794058, -36.2526621541, -36.2526576967, -36.250690425, -36.2427904761, -36.2427354161, -36.2345188788, -36.2275002548, -36.2118781348, -36.1901956965, -36.1878811725, -36.1724818568] [-6.6786550802, -6.6801061235, -6.6770299818, -6.6793886755, -6.6679235253, -6.7171672853, -6.7172496612, -6.7366551804, -6.8307682813, -6.8451221193, -6.8091797692, -6.7714100893, -6.7671717652, -6.7144720345, -6.7143976035, -6.6841650149, -6.6417541146, -6.6414568723, -6.6413060253, -6.6468756798, -6.6623274871, -6.6736035472, -6.6746832728, -6.6786550802]
210 Sousa POLYGON ((-38.180295819 -6.5977949099, -38.1632776405 -6.6218183414, -38.1453989509 -6.6049795887, -38.1270231097 -6.5968591165, -38.1193476267 -6.5946385278, -38.118033474 -6.5977563178, -38.107416571 -6.6040077325, -38.1029941054 -6.6300237876, -38.099056147 -6.6305845239, -38.1019799988 -6.644758113, -38.0925616913 -6.665947281, -38.0938738262 -6.6693096399, -38.0915665508 -6.6887772022, -38.1014748792 -6.7229457386, -38.1396923821 -6.7530403645, -38.1355955993 -6.7875385459, -38.1295132782 -6.8176229612, -38.1189089645 -6.8531936146, -38.1309107518 -6.8600409595, -38.1329855876 -6.8713903003, -38.1371767226 -6.8723825327, -38.1505283788 -6.8951327189, -38.1638501758 -6.8762812849, -38.1671538012 -6.8716053113, -38.1960315344 -6.869122475, -38.1961833265 -6.8691578128, -38.2714190516 -6.8867633437, -38.2569391162 -6.9042255097, -38.2758554182 -6.9103339322, -38.2810263806 -6.9059841674, -38.2914682565 -6.9091733454, -38.3129727499 -6.897207527, -38.3244583084 -6.8750663626, -38.3167017532 -6.8421909907, -38.3177051989 -6.8277086026, -38.3092667133 -6.8091589272, -38.306985322 -6.8041436848, -38.2900909893 -6.7669988942, -38.3533823361 -6.7715254876, -38.3721464377 -6.772302359, -38.3598930029 -6.7621482747, -38.3559970342 -6.7573914818, -38.3552243872 -6.6938205775, -38.3550693869 -6.6812550407, -38.3550639475 -6.6808108245, -38.3505338953 -6.6592028521, -38.3458748803 -6.6365747512, -38.3411660131 -6.6285062039, -38.3526158636 -6.6199606188, -38.3527355232 -6.614372343, -38.3381594948 -6.6174479531, -38.3138388823 -6.6128629431, -38.3026080052 -6.6266488732, -38.2921906848 -6.6296836794, -38.2833654111 -6.6457452908, -38.2714214072 -6.6276576423, -38.2635713325 -6.6202026662, -38.262791564 -6.6129498284, -38.2559212838 -6.6079190337, -38.2459486396 -6.5973913205, -38.185283609 -6.5977643392, -38.180295819 -6.5977949099)) 2516201 SOUSA SOUSA 69196 10399 15.028325 [-38.180295819, -38.1632776405, -38.1453989509, -38.1270231097, -38.1193476267, -38.118033474, -38.107416571, -38.1029941054, -38.099056147, -38.1019799988, -38.0925616913, -38.0938738262, -38.0915665508, -38.1014748792, -38.1396923821, -38.1355955993, -38.1295132782, -38.1189089645, -38.1309107518, -38.1329855876, -38.1371767226, -38.1505283788, -38.1638501758, -38.1671538012, -38.1960315344, -38.1961833265, -38.2714190516, -38.2569391162, -38.2758554182, -38.2810263806, -38.2914682565, -38.3129727499, -38.3244583084, -38.3167017532, -38.3177051989, -38.3092667133, -38.306985322, -38.2900909893, -38.3533823361, -38.3721464377, -38.3598930029, -38.3559970342, -38.3552243872, -38.3550693869, -38.3550639475, -38.3505338953, -38.3458748803, -38.3411660131, -38.3526158636, -38.3527355232, -38.3381594948, -38.3138388823, -38.3026080052, -38.2921906848, -38.2833654111, -38.2714214072, -38.2635713325, -38.262791564, -38.2559212838, -38.2459486396, -38.185283609, -38.180295819] [-6.5977949099, -6.6218183414, -6.6049795887, -6.5968591165, -6.5946385278, -6.5977563178, -6.6040077325, -6.6300237876, -6.6305845239, -6.644758113, -6.665947281, -6.6693096399, -6.6887772022, -6.7229457386, -6.7530403645, -6.7875385459, -6.8176229612, -6.8531936146, -6.8600409595, -6.8713903003, -6.8723825327, -6.8951327189, -6.8762812849, -6.8716053113, -6.869122475, -6.8691578128, -6.8867633437, -6.9042255097, -6.9103339322, -6.9059841674, -6.9091733454, -6.897207527, -6.8750663626, -6.8421909907, -6.8277086026, -6.8091589272, -6.8041436848, -6.7669988942, -6.7715254876, -6.772302359, -6.7621482747, -6.7573914818, -6.6938205775, -6.6812550407, -6.6808108245, -6.6592028521, -6.6365747512, -6.6285062039, -6.6199606188, -6.614372343, -6.6174479531, -6.6128629431, -6.6266488732, -6.6296836794, -6.6457452908, -6.6276576423, -6.6202026662, -6.6129498284, -6.6079190337, -6.5973913205, -6.5977643392, -6.5977949099]
211 Sumé POLYGON ((-36.96041627 -7.4849463136, -36.9499168049 -7.5005348787, -36.9368330383 -7.5053285095, -36.9236063392 -7.5031971113, -36.9155571119 -7.5067718335, -36.9012595565 -7.5014183891, -36.9011125194 -7.4975422505, -36.8835275755 -7.4927073752, -36.8539183975 -7.4996489588, -36.8759024908 -7.5156626185, -36.9005206427 -7.533596486, -36.8871675483 -7.5342224521, -36.8740669916 -7.5348357468, -36.828511822 -7.5369647362, -36.8290385791 -7.5390448376, -36.8385930968 -7.5585211702, -36.8244098282 -7.5795296552, -36.8393388118 -7.5932188466, -36.823187104 -7.6082486413, -36.8230761891 -7.608321543, -36.8146478075 -7.6187784436, -36.8099861559 -7.6457327895, -36.7831606335 -7.6482543417, -36.7826957413 -7.656431233, -36.7954482806 -7.6616082048, -36.7960960267 -7.6645454931, -36.7965493454 -7.6731877869, -36.7865582872 -7.6900341595, -36.7638000507 -7.7283767019, -36.725660935 -7.7754044831, -36.7337359251 -7.7882840156, -36.7417738791 -7.7926404553, -36.7463905216 -7.8023168134, -36.7502560265 -7.8022321258, -36.7524867687 -7.7998168547, -36.7586924985 -7.8029987967, -36.760314462 -7.8177233524, -36.7692642618 -7.8167858883, -36.7731661043 -7.8193664158, -36.7943406505 -7.829609612, -36.8032621769 -7.8276709033, -36.8154135627 -7.8305409548, -36.83360111 -7.84230217, -36.8288170204 -7.8121424714, -36.9613529157 -7.8307051678, -36.975694571 -7.8083064684, -36.9988697832 -7.7720906313, -37.0126011239 -7.7506197836, -37.0248680794 -7.7174433125, -37.0222397459 -7.7165427946, -37.0242929242 -7.65802919, -37.0251413886 -7.633691267, -37.0354357178 -7.6353458837, -37.0462468767 -7.6244772406, -37.0531128952 -7.6247845496, -37.0708008349 -7.6117845338, -37.0759508074 -7.6124718415, -37.0856432092 -7.5956165829, -37.0755468559 -7.5994838979, -37.0693334308 -7.6093129073, -37.05968674 -7.6112345895, -37.0451941548 -7.6086921226, -36.9883985737 -7.6302923358, -36.9818880732 -7.6198370213, -36.998984768 -7.6059865803, -36.9982859667 -7.584821399, -37.0018400152 -7.5794109157, -36.9988807334 -7.5747199522, -37.0020548513 -7.5675668823, -37.0001923326 -7.5638960688, -36.9781543215 -7.5427202894, -37.0117818496 -7.5039765933, -37.0228562355 -7.5017739102, -37.024862048 -7.4962901868, -37.0102210762 -7.4891494349, -37.002912741 -7.4959808152, -36.9838852477 -7.4818541234, -36.96041627 -7.4849463136)) 2516300 SUME SUME 16872 2733 16.198435 [-36.96041627, -36.9499168049, -36.9368330383, -36.9236063392, -36.9155571119, -36.9012595565, -36.9011125194, -36.8835275755, -36.8539183975, -36.8759024908, -36.9005206427, -36.8871675483, -36.8740669916, -36.828511822, -36.8290385791, -36.8385930968, -36.8244098282, -36.8393388118, -36.823187104, -36.8230761891, -36.8146478075, -36.8099861559, -36.7831606335, -36.7826957413, -36.7954482806, -36.7960960267, -36.7965493454, -36.7865582872, -36.7638000507, -36.725660935, -36.7337359251, -36.7417738791, -36.7463905216, -36.7502560265, -36.7524867687, -36.7586924985, -36.760314462, -36.7692642618, -36.7731661043, -36.7943406505, -36.8032621769, -36.8154135627, -36.83360111, -36.8288170204, -36.9613529157, -36.975694571, -36.9988697832, -37.0126011239, -37.0248680794, -37.0222397459, -37.0242929242, -37.0251413886, -37.0354357178, -37.0462468767, -37.0531128952, -37.0708008349, -37.0759508074, -37.0856432092, -37.0755468559, -37.0693334308, -37.05968674, -37.0451941548, -36.9883985737, -36.9818880732, -36.998984768, -36.9982859667, -37.0018400152, -36.9988807334, -37.0020548513, -37.0001923326, -36.9781543215, -37.0117818496, -37.0228562355, -37.024862048, -37.0102210762, -37.002912741, -36.9838852477, -36.96041627] [-7.4849463136, -7.5005348787, -7.5053285095, -7.5031971113, -7.5067718335, -7.5014183891, -7.4975422505, -7.4927073752, -7.4996489588, -7.5156626185, -7.533596486, -7.5342224521, -7.5348357468, -7.5369647362, -7.5390448376, -7.5585211702, -7.5795296552, -7.5932188466, -7.6082486413, -7.608321543, -7.6187784436, -7.6457327895, -7.6482543417, -7.656431233, -7.6616082048, -7.6645454931, -7.6731877869, -7.6900341595, -7.7283767019, -7.7754044831, -7.7882840156, -7.7926404553, -7.8023168134, -7.8022321258, -7.7998168547, -7.8029987967, -7.8177233524, -7.8167858883, -7.8193664158, -7.829609612, -7.8276709033, -7.8305409548, -7.84230217, -7.8121424714, -7.8307051678, -7.8083064684, -7.7720906313, -7.7506197836, -7.7174433125, -7.7165427946, -7.65802919, -7.633691267, -7.6353458837, -7.6244772406, -7.6247845496, -7.6117845338, -7.6124718415, -7.5956165829, -7.5994838979, -7.6093129073, -7.6112345895, -7.6086921226, -7.6302923358, -7.6198370213, -7.6059865803, -7.584821399, -7.5794109157, -7.5747199522, -7.5675668823, -7.5638960688, -7.5427202894, -7.5039765933, -7.5017739102, -7.4962901868, -7.4891494349, -7.4959808152, -7.4818541234, -7.4849463136]
212 Campo de Santana POLYGON ((-35.6200521524 -6.4569239556, -35.6165476579 -6.4622325855, -35.5998617711 -6.4602101815, -35.5918380398 -6.4712297163, -35.5913857354 -6.4767577665, -35.5810589071 -6.4853959557, -35.5638645538 -6.4870682335, -35.5644695306 -6.4913790712, -35.5581876491 -6.4924807758, -35.5517741272 -6.4904231546, -35.5463684591 -6.4814658912, -35.5404367895 -6.4825685365, -35.5376318684 -6.4795046492, -35.5333111797 -6.4826316143, -35.5267709257 -6.4788732232, -35.5255639499 -6.4758252593, -35.5136286372 -6.477757423, -35.5010846537 -6.4774020193, -35.4954681427 -6.4828592078, -35.4916572072 -6.4796843545, -35.4789947599 -6.4863922974, -35.4638991416 -6.4823112112, -35.4597213133 -6.4763776734, -35.4463724462 -6.4864425646, -35.4423307252 -6.4789763754, -35.4414040298 -6.4820694185, -35.4417744918 -6.4861914155, -35.4403000751 -6.5001452565, -35.4273138075 -6.5089358138, -35.429546491 -6.5288445585, -35.4345964781 -6.5318654972, -35.4322112379 -6.5355236539, -35.435344936 -6.5600187945, -35.4492202027 -6.5706687302, -35.4434505922 -6.5760307636, -35.4480963711 -6.6034751179, -35.4538414293 -6.6118804234, -35.4647106911 -6.611026939, -35.4665094306 -6.6107276579, -35.469890801 -6.611181143, -35.4726390687 -6.6160387291, -35.4812847544 -6.6162718778, -35.4903869761 -6.6227846877, -35.4941357619 -6.6351508291, -35.5030460162 -6.6323603787, -35.5033038158 -6.644521731, -35.5081073415 -6.6476606063, -35.5256537177 -6.644248451, -35.5252107959 -6.6083520034, -35.5286901397 -6.6050519917, -35.5364694694 -6.6015850399, -35.5513714167 -6.5759937132, -35.556037889 -6.571811635, -35.5651432148 -6.570385478, -35.5669159424 -6.5664363273, -35.5681603129 -6.5586045167, -35.5580406993 -6.5457562321, -35.5701268464 -6.5326941583, -35.5754949783 -6.5273309101, -35.6291844387 -6.500094155, -35.653109445 -6.4914300143, -35.6364723379 -6.45398821, -35.6200521524 -6.4569239556)) 2516409 TACIMA TACIMA 10896 1544 14.170338 [-35.6200521524, -35.6165476579, -35.5998617711, -35.5918380398, -35.5913857354, -35.5810589071, -35.5638645538, -35.5644695306, -35.5581876491, -35.5517741272, -35.5463684591, -35.5404367895, -35.5376318684, -35.5333111797, -35.5267709257, -35.5255639499, -35.5136286372, -35.5010846537, -35.4954681427, -35.4916572072, -35.4789947599, -35.4638991416, -35.4597213133, -35.4463724462, -35.4423307252, -35.4414040298, -35.4417744918, -35.4403000751, -35.4273138075, -35.429546491, -35.4345964781, -35.4322112379, -35.435344936, -35.4492202027, -35.4434505922, -35.4480963711, -35.4538414293, -35.4647106911, -35.4665094306, -35.469890801, -35.4726390687, -35.4812847544, -35.4903869761, -35.4941357619, -35.5030460162, -35.5033038158, -35.5081073415, -35.5256537177, -35.5252107959, -35.5286901397, -35.5364694694, -35.5513714167, -35.556037889, -35.5651432148, -35.5669159424, -35.5681603129, -35.5580406993, -35.5701268464, -35.5754949783, -35.6291844387, -35.653109445, -35.6364723379, -35.6200521524] [-6.4569239556, -6.4622325855, -6.4602101815, -6.4712297163, -6.4767577665, -6.4853959557, -6.4870682335, -6.4913790712, -6.4924807758, -6.4904231546, -6.4814658912, -6.4825685365, -6.4795046492, -6.4826316143, -6.4788732232, -6.4758252593, -6.477757423, -6.4774020193, -6.4828592078, -6.4796843545, -6.4863922974, -6.4823112112, -6.4763776734, -6.4864425646, -6.4789763754, -6.4820694185, -6.4861914155, -6.5001452565, -6.5089358138, -6.5288445585, -6.5318654972, -6.5355236539, -6.5600187945, -6.5706687302, -6.5760307636, -6.6034751179, -6.6118804234, -6.611026939, -6.6107276579, -6.611181143, -6.6160387291, -6.6162718778, -6.6227846877, -6.6351508291, -6.6323603787, -6.644521731, -6.6476606063, -6.644248451, -6.6083520034, -6.6050519917, -6.6015850399, -6.5759937132, -6.571811635, -6.570385478, -6.5664363273, -6.5586045167, -6.5457562321, -6.5326941583, -6.5273309101, -6.500094155, -6.4914300143, -6.45398821, -6.4569239556]
213 Taperoá POLYGON ((-36.77812237 -7.1121251154, -36.7519356271 -7.1214062635, -36.7276766097 -7.114224415, -36.7290760421 -7.1238178273, -36.7118684222 -7.1414488827, -36.6983670559 -7.134765858, -36.6937840313 -7.1257738752, -36.6745928475 -7.1235452566, -36.6609848734 -7.1266943809, -36.6619797524 -7.1302425761, -36.6585860238 -7.1462599454, -36.6610880664 -7.1743782497, -36.6588976447 -7.1815205926, -36.6562510134 -7.1861395967, -36.6593037182 -7.1932932855, -36.6744094303 -7.2093846606, -36.6688359718 -7.2093201034, -36.6691691341 -7.2144826723, -36.6795831438 -7.2365250851, -36.6834167751 -7.2411644906, -36.7162744899 -7.2809349819, -36.7074137657 -7.2912250882, -36.701273195 -7.3181410624, -36.7135877666 -7.3176705823, -36.7152220973 -7.3137554741, -36.719421507 -7.3163946639, -36.7371919419 -7.3137033724, -36.7493906993 -7.3045561304, -36.7567203336 -7.3054366052, -36.7737149086 -7.3005635998, -36.7873606441 -7.310723031, -36.7978315494 -7.3098349607, -36.797075387 -7.3207327327, -36.80140651 -7.3303511791, -36.835976786 -7.3264153406, -36.8702591684 -7.315137924, -36.872902964 -7.314280148, -36.9551574165 -7.2875732792, -36.9586680973 -7.2864326839, -36.9796949953 -7.2795985559, -37.0145175614 -7.2503422075, -37.0292700138 -7.2049945514, -37.0292936098 -7.2049225504, -37.0343006058 -7.1895159274, -37.0188145603 -7.1900526573, -37.0016016257 -7.1753310739, -36.9922790804 -7.179715761, -36.9763231426 -7.1600619449, -36.9638642499 -7.1503655168, -36.9544817312 -7.1485100146, -36.9543383262 -7.1485170678, -36.9440986424 -7.1513637463, -36.9309514101 -7.1496673493, -36.9306872339 -7.1530459719, -36.9191687563 -7.154855545, -36.904688036 -7.1516204682, -36.8944193663 -7.1597684718, -36.8797872853 -7.1589439776, -36.8582596194 -7.1487698463, -36.8498448342 -7.1501975695, -36.8441802083 -7.1461377519, -36.8330807027 -7.1448203346, -36.8097714192 -7.1500392731, -36.77812237 -7.1121251154)) 2516508 TAPEROA TAPEROA 15193 2714 17.863490 [-36.77812237, -36.7519356271, -36.7276766097, -36.7290760421, -36.7118684222, -36.6983670559, -36.6937840313, -36.6745928475, -36.6609848734, -36.6619797524, -36.6585860238, -36.6610880664, -36.6588976447, -36.6562510134, -36.6593037182, -36.6744094303, -36.6688359718, -36.6691691341, -36.6795831438, -36.6834167751, -36.7162744899, -36.7074137657, -36.701273195, -36.7135877666, -36.7152220973, -36.719421507, -36.7371919419, -36.7493906993, -36.7567203336, -36.7737149086, -36.7873606441, -36.7978315494, -36.797075387, -36.80140651, -36.835976786, -36.8702591684, -36.872902964, -36.9551574165, -36.9586680973, -36.9796949953, -37.0145175614, -37.0292700138, -37.0292936098, -37.0343006058, -37.0188145603, -37.0016016257, -36.9922790804, -36.9763231426, -36.9638642499, -36.9544817312, -36.9543383262, -36.9440986424, -36.9309514101, -36.9306872339, -36.9191687563, -36.904688036, -36.8944193663, -36.8797872853, -36.8582596194, -36.8498448342, -36.8441802083, -36.8330807027, -36.8097714192, -36.77812237] [-7.1121251154, -7.1214062635, -7.114224415, -7.1238178273, -7.1414488827, -7.134765858, -7.1257738752, -7.1235452566, -7.1266943809, -7.1302425761, -7.1462599454, -7.1743782497, -7.1815205926, -7.1861395967, -7.1932932855, -7.2093846606, -7.2093201034, -7.2144826723, -7.2365250851, -7.2411644906, -7.2809349819, -7.2912250882, -7.3181410624, -7.3176705823, -7.3137554741, -7.3163946639, -7.3137033724, -7.3045561304, -7.3054366052, -7.3005635998, -7.310723031, -7.3098349607, -7.3207327327, -7.3303511791, -7.3264153406, -7.315137924, -7.314280148, -7.2875732792, -7.2864326839, -7.2795985559, -7.2503422075, -7.2049945514, -7.2049225504, -7.1895159274, -7.1900526573, -7.1753310739, -7.179715761, -7.1600619449, -7.1503655168, -7.1485100146, -7.1485170678, -7.1513637463, -7.1496673493, -7.1530459719, -7.154855545, -7.1516204682, -7.1597684718, -7.1589439776, -7.1487698463, -7.1501975695, -7.1461377519, -7.1448203346, -7.1500392731, -7.1121251154]
214 Tavares POLYGON ((-37.898057918 -7.5362035088, -37.8946158288 -7.5382420037, -37.899571148 -7.5485362658, -37.8973101608 -7.5614788166, -37.8637539016 -7.5611395533, -37.8613827654 -7.5657026897, -37.8635716301 -7.5806881996, -37.8470593878 -7.5792480511, -37.8445504882 -7.5855903685, -37.8409393969 -7.5847891694, -37.8406224645 -7.5848483542, -37.8354681665 -7.5877101109, -37.8167328636 -7.5968097424, -37.8121163065 -7.6058119314, -37.8022728621 -7.6104816005, -37.7972868733 -7.6096103416, -37.7971836108 -7.6145470755, -37.7970282451 -7.6145545413, -37.780496601 -7.6151178646, -37.7736496442 -7.6255099642, -37.757631389 -7.6337117777, -37.7642401518 -7.6309742874, -37.7668945279 -7.6570711667, -37.7669832602 -7.6561414199, -37.7676363381 -7.6561868423, -37.7678067557 -7.6554889416, -37.7670517389 -7.6554293843, -37.7677380593 -7.648265552, -37.7715706387 -7.6478281219, -37.7757760074 -7.646220477, -37.7760128644 -7.6343037466, -37.780612926 -7.6266358596, -37.790460103 -7.6255356874, -37.8076228564 -7.6435519128, -37.8435619391 -7.6467640929, -37.8568106636 -7.6515606861, -37.8693016981 -7.6671496548, -37.8802501307 -7.6832408315, -37.8970057319 -7.6904180499, -37.9029643049 -7.697608825, -37.9029367571 -7.6976409218, -37.9029783497 -7.6976911932, -37.9045026383 -7.696837108, -37.9113321929 -7.6936421244, -37.916188011 -7.6825775257, -37.9227892744 -7.6791018069, -37.9336810436 -7.6724347774, -37.9373375833 -7.6630446654, -37.9450392022 -7.6577946363, -37.9433909025 -7.6509303294, -37.946802886 -7.6457289696, -37.9562221492 -7.6382546466, -37.956192712 -7.6281206543, -37.9527324801 -7.6233866624, -37.9545059402 -7.6195050298, -37.9535572936 -7.6182952803, -37.9561878115 -7.5844350051, -37.9328487724 -7.5708845585, -37.9293485482 -7.5607411426, -37.9398823935 -7.5556222891, -37.9535267771 -7.5584780348, -37.9582735555 -7.5520610123, -37.968580793 -7.5537764659, -37.976483905 -7.5466504853, -37.9827906166 -7.5457493273, -37.9846592084 -7.540034369, -37.9837761748 -7.5370265649, -37.982104924 -7.5392918342, -37.9738839908 -7.5378703684, -37.9737474042 -7.532213015, -37.9795871223 -7.5253609979, -37.9537721493 -7.5009292328, -37.9448352711 -7.4935837831, -37.9394250241 -7.493188185, -37.9209521498 -7.4754366951, -37.9006696509 -7.5292764513, -37.898057918 -7.5362035088)) 2516607 TAVARES TAVARES 14615 2350 16.079371 [-37.898057918, -37.8946158288, -37.899571148, -37.8973101608, -37.8637539016, -37.8613827654, -37.8635716301, -37.8470593878, -37.8445504882, -37.8409393969, -37.8406224645, -37.8354681665, -37.8167328636, -37.8121163065, -37.8022728621, -37.7972868733, -37.7971836108, -37.7970282451, -37.780496601, -37.7736496442, -37.757631389, -37.7642401518, -37.7668945279, -37.7669832602, -37.7676363381, -37.7678067557, -37.7670517389, -37.7677380593, -37.7715706387, -37.7757760074, -37.7760128644, -37.780612926, -37.790460103, -37.8076228564, -37.8435619391, -37.8568106636, -37.8693016981, -37.8802501307, -37.8970057319, -37.9029643049, -37.9029367571, -37.9029783497, -37.9045026383, -37.9113321929, -37.916188011, -37.9227892744, -37.9336810436, -37.9373375833, -37.9450392022, -37.9433909025, -37.946802886, -37.9562221492, -37.956192712, -37.9527324801, -37.9545059402, -37.9535572936, -37.9561878115, -37.9328487724, -37.9293485482, -37.9398823935, -37.9535267771, -37.9582735555, -37.968580793, -37.976483905, -37.9827906166, -37.9846592084, -37.9837761748, -37.982104924, -37.9738839908, -37.9737474042, -37.9795871223, -37.9537721493, -37.9448352711, -37.9394250241, -37.9209521498, -37.9006696509, -37.898057918] [-7.5362035088, -7.5382420037, -7.5485362658, -7.5614788166, -7.5611395533, -7.5657026897, -7.5806881996, -7.5792480511, -7.5855903685, -7.5847891694, -7.5848483542, -7.5877101109, -7.5968097424, -7.6058119314, -7.6104816005, -7.6096103416, -7.6145470755, -7.6145545413, -7.6151178646, -7.6255099642, -7.6337117777, -7.6309742874, -7.6570711667, -7.6561414199, -7.6561868423, -7.6554889416, -7.6554293843, -7.648265552, -7.6478281219, -7.646220477, -7.6343037466, -7.6266358596, -7.6255356874, -7.6435519128, -7.6467640929, -7.6515606861, -7.6671496548, -7.6832408315, -7.6904180499, -7.697608825, -7.6976409218, -7.6976911932, -7.696837108, -7.6936421244, -7.6825775257, -7.6791018069, -7.6724347774, -7.6630446654, -7.6577946363, -7.6509303294, -7.6457289696, -7.6382546466, -7.6281206543, -7.6233866624, -7.6195050298, -7.6182952803, -7.5844350051, -7.5708845585, -7.5607411426, -7.5556222891, -7.5584780348, -7.5520610123, -7.5537764659, -7.5466504853, -7.5457493273, -7.540034369, -7.5370265649, -7.5392918342, -7.5378703684, -7.532213015, -7.5253609979, -7.5009292328, -7.4935837831, -7.493188185, -7.4754366951, -7.5292764513, -7.5362035088]
215 Teixeira POLYGON ((-37.1468612191 -7.263260365, -37.1498704471 -7.2728824078, -37.176583938 -7.3091464475, -37.1963310261 -7.2942632226, -37.2138332064 -7.2908957136, -37.2325019093 -7.2746828121, -37.23326959 -7.2739904884, -37.2604764521 -7.2737543958, -37.2774208779 -7.2747794321, -37.287989876 -7.2878830813, -37.3074695067 -7.2888358713, -37.3136180832 -7.2889547139, -37.3154354155 -7.279293467, -37.3117732047 -7.2713835744, -37.3056657364 -7.2617855604, -37.309077876 -7.2532852952, -37.3042072008 -7.2514507258, -37.3156279037 -7.2413193843, -37.3226427605 -7.2415149709, -37.3244919378 -7.2339851391, -37.3340996081 -7.2277956129, -37.324982655 -7.2250589048, -37.3220282253 -7.2142299928, -37.3352139355 -7.2139851058, -37.3033719033 -7.1913823767, -37.2765846527 -7.1942178797, -37.2469335152 -7.197353383, -37.2101360107 -7.2044162012, -37.1759725482 -7.230254904, -37.1718238561 -7.2370248197, -37.1454993492 -7.2460732332, -37.1468612191 -7.263260365)) 2516706 TEIXEIRA TEIXEIRA 15085 3030 20.086178 [-37.1468612191, -37.1498704471, -37.176583938, -37.1963310261, -37.2138332064, -37.2325019093, -37.23326959, -37.2604764521, -37.2774208779, -37.287989876, -37.3074695067, -37.3136180832, -37.3154354155, -37.3117732047, -37.3056657364, -37.309077876, -37.3042072008, -37.3156279037, -37.3226427605, -37.3244919378, -37.3340996081, -37.324982655, -37.3220282253, -37.3352139355, -37.3033719033, -37.2765846527, -37.2469335152, -37.2101360107, -37.1759725482, -37.1718238561, -37.1454993492, -37.1468612191] [-7.263260365, -7.2728824078, -7.3091464475, -7.2942632226, -7.2908957136, -7.2746828121, -7.2739904884, -7.2737543958, -7.2747794321, -7.2878830813, -7.2888358713, -7.2889547139, -7.279293467, -7.2713835744, -7.2617855604, -7.2532852952, -7.2514507258, -7.2413193843, -7.2415149709, -7.2339851391, -7.2277956129, -7.2250589048, -7.2142299928, -7.2139851058, -7.1913823767, -7.1942178797, -7.197353383, -7.2044162012, -7.230254904, -7.2370248197, -7.2460732332, -7.263260365]
216 Tenório POLYGON ((-36.5704091104 -6.9335801625, -36.5745426971 -6.9379531885, -36.5702500195 -6.9726783568, -36.5748430082 -6.9776948332, -36.5960347258 -6.97878716, -36.5992029653 -6.9867615467, -36.6145676376 -6.9903230443, -36.6219386995 -6.9961864227, -36.6181469057 -7.0013613955, -36.6301869883 -7.0078992061, -36.6321964302 -7.0138827377, -36.6349433511 -7.0195714344, -36.6531828294 -7.0092865813, -36.6613702958 -7.0135537367, -36.6756544132 -7.0145498783, -36.6861741943 -7.0091326776, -36.6948405231 -7.000951983, -36.7014769184 -6.985619415, -36.6958804382 -6.9762406588, -36.6858302363 -6.9688963226, -36.6714516749 -6.9715045604, -36.6668601619 -6.9691924835, -36.6614171175 -6.9611467975, -36.6596321698 -6.9342213912, -36.6545422194 -6.9278345529, -36.6371117399 -6.9334038046, -36.6161951398 -6.9336124234, -36.6094584525 -6.9364335563, -36.5676044131 -6.8743943583, -36.557686872 -6.8887350332, -36.5541423481 -6.8999675796, -36.5559377178 -6.9094403899, -36.5709905882 -6.9197015012, -36.5704091104 -6.9335801625)) 2516755 TENORIO TENORIO 3039 446 14.675880 [-36.5704091104, -36.5745426971, -36.5702500195, -36.5748430082, -36.5960347258, -36.5992029653, -36.6145676376, -36.6219386995, -36.6181469057, -36.6301869883, -36.6321964302, -36.6349433511, -36.6531828294, -36.6613702958, -36.6756544132, -36.6861741943, -36.6948405231, -36.7014769184, -36.6958804382, -36.6858302363, -36.6714516749, -36.6668601619, -36.6614171175, -36.6596321698, -36.6545422194, -36.6371117399, -36.6161951398, -36.6094584525, -36.5676044131, -36.557686872, -36.5541423481, -36.5559377178, -36.5709905882, -36.5704091104] [-6.9335801625, -6.9379531885, -6.9726783568, -6.9776948332, -6.97878716, -6.9867615467, -6.9903230443, -6.9961864227, -7.0013613955, -7.0078992061, -7.0138827377, -7.0195714344, -7.0092865813, -7.0135537367, -7.0145498783, -7.0091326776, -7.000951983, -6.985619415, -6.9762406588, -6.9688963226, -6.9715045604, -6.9691924835, -6.9611467975, -6.9342213912, -6.9278345529, -6.9334038046, -6.9336124234, -6.9364335563, -6.8743943583, -6.8887350332, -6.8999675796, -6.9094403899, -6.9197015012, -6.9335801625]
217 Triunfo POLYGON ((-38.5094456582 -6.5015494422, -38.5032535958 -6.5164027762, -38.5263652715 -6.5218242452, -38.533127171 -6.5150688151, -38.5323775137 -6.5217761467, -38.5360995043 -6.5225035814, -38.5319253783 -6.5489305177, -38.5408212169 -6.549705651, -38.5408061407 -6.5498108474, -38.5384990329 -6.5738202872, -38.5430180164 -6.5787283318, -38.5451893063 -6.5903453424, -38.5360862119 -6.5943129044, -38.5387843377 -6.5984613825, -38.5324051643 -6.6091610933, -38.5276042843 -6.6185159233, -38.5262371529 -6.6361122725, -38.5154507148 -6.6355672267, -38.5155768901 -6.6380704691, -38.5159455687 -6.6453738928, -38.508751464 -6.6602620509, -38.4966631013 -6.6621177167, -38.5076717048 -6.6718060848, -38.5242342699 -6.6735119547, -38.5193809697 -6.6947028444, -38.5221235431 -6.7039820789, -38.5345572437 -6.7026552131, -38.5403386926 -6.7000177776, -38.5458713537 -6.6988351063, -38.5571829213 -6.706150076, -38.5711112589 -6.7047453758, -38.579017747 -6.7038351802, -38.5853560778 -6.6902257932, -38.6023055345 -6.6702703573, -38.608542921 -6.6693246665, -38.6113780826 -6.6588289241, -38.6207649555 -6.6489339738, -38.6281065482 -6.6468256324, -38.648775888 -6.6271861886, -38.6463058617 -6.6155811093, -38.6288071005 -6.6041829219, -38.6322856828 -6.5901365377, -38.6425000574 -6.5807783824, -38.6327279924 -6.5688111434, -38.6322785152 -6.5620381794, -38.6253080154 -6.5575843199, -38.6262527908 -6.5525551434, -38.6067315531 -6.5291158944, -38.6016286821 -6.5256257215, -38.5917435452 -6.518865624, -38.570936837 -6.5135626709, -38.5421954228 -6.5117415305, -38.5420799093 -6.5116464435, -38.5360034268 -6.5108627421, -38.5367284143 -6.491659218, -38.5130096074 -6.4929983495, -38.5094456582 -6.5015494422)) 2516805 TRIUNFO TRIUNFO 9465 1602 16.925515 [-38.5094456582, -38.5032535958, -38.5263652715, -38.533127171, -38.5323775137, -38.5360995043, -38.5319253783, -38.5408212169, -38.5408061407, -38.5384990329, -38.5430180164, -38.5451893063, -38.5360862119, -38.5387843377, -38.5324051643, -38.5276042843, -38.5262371529, -38.5154507148, -38.5155768901, -38.5159455687, -38.508751464, -38.4966631013, -38.5076717048, -38.5242342699, -38.5193809697, -38.5221235431, -38.5345572437, -38.5403386926, -38.5458713537, -38.5571829213, -38.5711112589, -38.579017747, -38.5853560778, -38.6023055345, -38.608542921, -38.6113780826, -38.6207649555, -38.6281065482, -38.648775888, -38.6463058617, -38.6288071005, -38.6322856828, -38.6425000574, -38.6327279924, -38.6322785152, -38.6253080154, -38.6262527908, -38.6067315531, -38.6016286821, -38.5917435452, -38.570936837, -38.5421954228, -38.5420799093, -38.5360034268, -38.5367284143, -38.5130096074, -38.5094456582] [-6.5015494422, -6.5164027762, -6.5218242452, -6.5150688151, -6.5217761467, -6.5225035814, -6.5489305177, -6.549705651, -6.5498108474, -6.5738202872, -6.5787283318, -6.5903453424, -6.5943129044, -6.5984613825, -6.6091610933, -6.6185159233, -6.6361122725, -6.6355672267, -6.6380704691, -6.6453738928, -6.6602620509, -6.6621177167, -6.6718060848, -6.6735119547, -6.6947028444, -6.7039820789, -6.7026552131, -6.7000177776, -6.6988351063, -6.706150076, -6.7047453758, -6.7038351802, -6.6902257932, -6.6702703573, -6.6693246665, -6.6588289241, -6.6489339738, -6.6468256324, -6.6271861886, -6.6155811093, -6.6041829219, -6.5901365377, -6.5807783824, -6.5688111434, -6.5620381794, -6.5575843199, -6.5525551434, -6.5291158944, -6.5256257215, -6.518865624, -6.5135626709, -6.5117415305, -6.5116464435, -6.5108627421, -6.491659218, -6.4929983495, -6.5015494422]
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220 Várzea POLYGON ((-36.971459169 -6.7402436272, -36.9715481075 -6.7650806836, -36.9642275429 -6.7736534426, -36.9523241726 -6.7747510867, -36.9587591996 -6.7829006145, -36.9659907568 -6.7903476007, -36.9624729117 -6.799847479, -36.9636180057 -6.8070065252, -36.9549850365 -6.8176140882, -37.0101244369 -6.8691001768, -37.0103864857 -6.8740187578, -37.022476684 -6.8732930348, -37.0214727378 -6.8598452606, -37.0327887294 -6.8580672974, -37.0350706865 -6.8461833362, -37.0442953852 -6.8381345766, -37.0596695135 -6.8426528742, -37.0665976877 -6.8326572044, -37.0844815879 -6.8127893315, -37.0802465883 -6.8024040596, -37.0941239835 -6.8074355197, -37.1073769608 -6.807487622, -37.1089036732 -6.7998200428, -37.1384102942 -6.785740924, -37.1518868122 -6.7979618023, -37.1285955643 -6.765575174, -37.1197201012 -6.7668898214, -37.0750773775 -6.7537322657, -37.0590836594 -6.7490233066, -37.0349209784 -6.7337644954, -37.0118464464 -6.7158213026, -37.0096467884 -6.714110578, -37.0032522039 -6.7092107543, -36.9896021741 -6.7087485946, -36.9772829359 -6.7214536342, -36.971459169 -6.7402436272)) 2517100 VARZEA VARZEA 2784 315 11.314655 [-36.971459169, -36.9715481075, -36.9642275429, -36.9523241726, -36.9587591996, -36.9659907568, -36.9624729117, -36.9636180057, -36.9549850365, -37.0101244369, -37.0103864857, -37.022476684, -37.0214727378, -37.0327887294, -37.0350706865, -37.0442953852, -37.0596695135, -37.0665976877, -37.0844815879, -37.0802465883, -37.0941239835, -37.1073769608, -37.1089036732, -37.1384102942, -37.1518868122, -37.1285955643, -37.1197201012, -37.0750773775, -37.0590836594, -37.0349209784, -37.0118464464, -37.0096467884, -37.0032522039, -36.9896021741, -36.9772829359, -36.971459169] [-6.7402436272, -6.7650806836, -6.7736534426, -6.7747510867, -6.7829006145, -6.7903476007, -6.799847479, -6.8070065252, -6.8176140882, -6.8691001768, -6.8740187578, -6.8732930348, -6.8598452606, -6.8580672974, -6.8461833362, -6.8381345766, -6.8426528742, -6.8326572044, -6.8127893315, -6.8024040596, -6.8074355197, -6.807487622, -6.7998200428, -6.785740924, -6.7979618023, -6.765575174, -6.7668898214, -6.7537322657, -6.7490233066, -6.7337644954, -6.7158213026, -6.714110578, -6.7092107543, -6.7087485946, -6.7214536342, -6.7402436272]
221 Vieirópolis POLYGON ((-38.2267698705 -6.4835489209, -38.1966634342 -6.5504588883, -38.1950826103 -6.5542561658, -38.2118340963 -6.5551959105, -38.2241860098 -6.579986664, -38.2459486396 -6.5973913205, -38.2559212838 -6.6079190337, -38.262791564 -6.6129498284, -38.2635713325 -6.6202026662, -38.2714214072 -6.6276576423, -38.2833654111 -6.6457452908, -38.2921906848 -6.6296836794, -38.3026080052 -6.6266488732, -38.3138388823 -6.6128629431, -38.3381594948 -6.6174479531, -38.3527355232 -6.614372343, -38.3424928223 -6.6029837492, -38.3424400925 -6.5909318139, -38.334268993 -6.5779237738, -38.3183779245 -6.5774905926, -38.3036578913 -6.5720940171, -38.2985619304 -6.5593652675, -38.3051158433 -6.527312023, -38.2831041347 -6.5224942158, -38.2883696391 -6.5052183395, -38.269496277 -6.4940418199, -38.2610635738 -6.4847467707, -38.2561812022 -6.4828105389, -38.2525380573 -6.485023531, -38.2388787491 -6.4798984171, -38.228672182 -6.4829476869, -38.2267698705 -6.4835489209)) 2517209 VIEIROPOLIS VIEIROPOLIS 5327 857 16.087854 [-38.2267698705, -38.1966634342, -38.1950826103, -38.2118340963, -38.2241860098, -38.2459486396, -38.2559212838, -38.262791564, -38.2635713325, -38.2714214072, -38.2833654111, -38.2921906848, -38.3026080052, -38.3138388823, -38.3381594948, -38.3527355232, -38.3424928223, -38.3424400925, -38.334268993, -38.3183779245, -38.3036578913, -38.2985619304, -38.3051158433, -38.2831041347, -38.2883696391, -38.269496277, -38.2610635738, -38.2561812022, -38.2525380573, -38.2388787491, -38.228672182, -38.2267698705] [-6.4835489209, -6.5504588883, -6.5542561658, -6.5551959105, -6.579986664, -6.5973913205, -6.6079190337, -6.6129498284, -6.6202026662, -6.6276576423, -6.6457452908, -6.6296836794, -6.6266488732, -6.6128629431, -6.6174479531, -6.614372343, -6.6029837492, -6.5909318139, -6.5779237738, -6.5774905926, -6.5720940171, -6.5593652675, -6.527312023, -6.5224942158, -6.5052183395, -6.4940418199, -6.4847467707, -6.4828105389, -6.485023531, -6.4798984171, -6.4829476869, -6.4835489209]
222 Zabelê POLYGON ((-37.1049026413 -8.048006046899999, -37.0926521766 -8.050565199999999, -37.0790699967 -8.045628693299999, -37.0681950378 -8.0332984913, -37.0380482664 -8.0436363491, -37.0302958361 -8.060933310399999, -37.0319676901 -8.0693910688, -37.0282797561 -8.0811904148, -37.0208703806 -8.0944031478, -37.0209867731 -8.094441617199999, -37.0261141677 -8.099742059, -37.0429135632 -8.1028061968, -37.0487201272 -8.099133074399999, -37.0611389269 -8.100468365299999, -37.0686156133 -8.106496417200001, -37.0837244632 -8.110323079300001, -37.092582468 -8.1205751385, -37.1062751421 -8.126996096799999, -37.1179987866 -8.125595667100001, -37.1212607037 -8.127858610800001, -37.1328273156 -8.1232004856, -37.1438299839 -8.124584008599999, -37.1422155577 -8.1175324255, -37.147475601 -8.0996801744, -37.1433648775 -8.0875534149, -37.1451671022 -8.081777757499999, -37.1565029479 -8.064120836900001, -37.1577500802 -8.050812494000001, -37.1480565449 -8.0347019237, -37.1492289992 -8.023326569, -37.1298675771 -8.0241723368, -37.1247964637 -8.039227012, -37.1115368176 -8.0404452126, -37.1049026413 -8.048006046899999)) 2517407 ZABELE ZABELE 2227 348 15.626403 [-37.1049026413, -37.0926521766, -37.0790699967, -37.0681950378, -37.0380482664, -37.0302958361, -37.0319676901, -37.0282797561, -37.0208703806, -37.0209867731, -37.0261141677, -37.0429135632, -37.0487201272, -37.0611389269, -37.0686156133, -37.0837244632, -37.092582468, -37.1062751421, -37.1179987866, -37.1212607037, -37.1328273156, -37.1438299839, -37.1422155577, -37.147475601, -37.1433648775, -37.1451671022, -37.1565029479, -37.1577500802, -37.1480565449, -37.1492289992, -37.1298675771, -37.1247964637, -37.1115368176, -37.1049026413] [-8.0480060469, -8.0505652, -8.0456286933, -8.0332984913, -8.0436363491, -8.0609333104, -8.0693910688, -8.0811904148, -8.0944031478, -8.0944416172, -8.099742059, -8.1028061968, -8.0991330744, -8.1004683653, -8.1064964172, -8.1103230793, -8.1205751385, -8.1269960968, -8.1255956671, -8.1278586108, -8.1232004856, -8.1245840086, -8.1175324255, -8.0996801744, -8.0875534149, -8.0817777575, -8.0641208369, -8.050812494, -8.0347019237, -8.023326569, -8.0241723368, -8.039227012, -8.0404452126, -8.0480060469]

223 rows × 10 columns

In [83]:
palette.reverse()
color_mapper = LogColorMapper(palette=palette, 
                              low=df_municipios['media'].min(), 
                              high=df_municipios['media'].max()
                          )
hovertools = 'pan,wheel_zoom,box_zoom,reset,hover,save'
p = figure(
    title='Percentual de Individuos com bolsa Família por Município na Paraíba', tools=hovertools,
    x_axis_location=None, y_axis_location=None,
    width=850, height = 550)
p.grid.grid_line_color = None
p.patches('xs', 'ys', source=geo_source,
          fill_color={'field': 'media','transform':color_mapper},
          fill_alpha=0.7, line_color='white', line_width=0.5) #, toolbar_sticky=False
hover = p.select_one(HoverTool)
hover.point_policy = 'follow_mouse'
hover.tooltips = [ ('Município: ', '@name'),
    ('Percentual de Bolsa Família por habitante: ', '@media{0.00}%'),
    ('Total de Bolsa Família: ', '@Total_BF'),
                  ('População: ','@Populacao')
    
]
color_bar = ColorBar(color_mapper=color_mapper, 
                     label_standoff=12, border_line_color=None, location=(0,0))

p.add_layout(color_bar, 'right')
In [84]:
show(p)
W-1005 (SNAPPED_TOOLBAR_ANNOTATIONS): Snapped toolbars and annotations on the same side MAY overlap visually: Figure(id='edb94829-0258-4011-b221-a015bbe909ad', ...)

** CASOS PRÁTICOS **

CONSULTA DE CARGOS TCE

SCRIPT COMPLETO EM:

https://github.com/albcunha/cargos_tce_pb

<img src = 'media/dadostce_puro.png' width = 100%>

In [85]:
import zlib # para descompactar o arquivo zip
import sys # soluções de encoding utf8 do texto
import sqlite3 #abrir arquivo como csv e salvar como base de dados sqlite3
import timeit #informa o tempo de execução da pesquisa
import os
import requests
from bs4 import BeautifulSoup  # processa dados
from tqdm import tqdm  # barra de progresso
import pandas as pd
import numpy as np
import time
import datetime

def download_dados(arquivo, tamanho):
    """ Faz download dos arquivos"""
    print('###########################################')
    print('Fazendo download: ',arquivo)
    print('###########################################')
    filename = "aria2c.exe"
    filename_opcoes = " --file-allocation=none --conditional-get=true --lowest-speed-limit=4k  --max-tries=20 "
    execucao = filename +  filename_opcoes + arquivo
    file = arquivo[arquivo.rfind('/')+1:]
    try: 
        statinfo = os.stat(file).st_size
    except: 
        statinfo = 0
    tentativa = 0
    while statinfo < tamanho and tentativa < 21:
        tentativa += 1
        if tentativa == 21:
            quit()
        if statinfo ==  tamanho:
            print('Download OK! :', arquivo,'\n\n')
            break
        if statinfo != 0:
            print('Reiniciando download. Tentativa:',str(tentativa) + '/20', datetime.datetime.now().time().strftime('%H:%M:%S'))
        time.sleep(5)
        download = os.system(resource_path(execucao))
        try: 
            statinfo = os.stat(file).st_size
        except: 
            statinfo = 0
In [86]:
if 1 == 0:
    try: os.remove('Folhapessoal.db')
    except: pass
    conn = sqlite3.connect('Folhapessoal.db')
    curs = conn.cursor()
    print('\n\nCriando base de dados (arquivo Folhapessoal.db).... \n\n')
    print('Inserindo Folha dos Municípios na base de dados....')
    start_time = timeit.default_timer()
    curs.executescript("""
    PRAGMA synchronize = OFF;
    PRAGMA journal_mode = MEMORY;
    CREATE TABLE dados_download (
      ID INT PRIMARY KEY, data_geracao TEXT, tamanho TEXT , hash_md5 TEXT, cargos_tot_registros INT, ult_mesano TEXT, texto TEXT);
    """)
    conn.commit()
    colunas = []
    c = 0
    colunas = """cd_ugestora, de_ugestora, de_cargo, de_tipocargo, cd_CPF, dt_mesanoreferencia, no_servidor, vl_vantagens, de_uorcamentaria"""
    colunas = colunas.split(',')
    colunas = [x.strip() for x in colunas]
    comando = ("""CREATE TABLE folhamunicipio (ID INT PRIMARY KEY ,""" +
               str(' TEXT,'.join(colunas)) + ' TEXT);')
    curs.execute(comando)
In [87]:
if 1 == 0:
    def converte_mes_ano(x):
        x = str(x)
        return x[:-4].zfill(2) + '/' + x[-4:]
    def reduz_cpf(x):
        return '###' + str(x)[3:-2] + '##'
    def dinheiro(x):
        return 'R$ ' + '{:,.2f}'.format(x).replace('.', '%temp%').replace(',', '.').replace('%temp%', ',')
    f = open(arquivo_municipal[arquivo_municipal.rfind('/')+1:-3], 
             'r', encoding='utf8')
    chunksize = 200_000
    j = 1
    dtype = {'cd_ugestora': np.int32, 'de_ugestora': np.object, 
               'de_cargo': np.object, 'de_tipocargo': np.object,
               'cd_CPF': np.object, 'dt_mesanoreferencia': np.object, 
               'no_servidor': np.int32,'vl_vantagens': np.float32, 
               'de_uorcamentaria': np.object}
    reader = pd.read_csv(f, sep='|', iterator = True, 
                         chunksize=chunksize, low_memory=False, 
                         dtype=dtype,  na_filter=False) 
    
    for df in reader:  # tdqm
            df = df.rename(columns={c: c.replace(' ', '') for c in colunas}) 
            df['dt_MesAnoReferencia'] = df['dt_MesAnoReferencia'].apply(converte_mes_ano)
            df['cd_CPF'] = df['cd_CPF'].apply(reduz_cpf)
            df['vl_vantagens'] = df['vl_vantagens'].apply(dinheiro)
            df.index += j
            df.to_sql('folhamunicipio', conn, if_exists='append',index_label='ID')
            j = df.index[-1] + 1
    conn.commit()
In [88]:
if 1 == 0:
    print ('Criando tabela FTS4 Município (12 minutos)....')
    # cria modulo FTS3 para as tabelas
    curs.execute('CREATE VIRTUAL TABLE folhaparaiba USING fts4(servidor, cpf, cargo, natureza, mes_ano, remuneracao, poder, orgao, data_admissao, tokenize=unicode61);')
    # insere dados
    curs.execute('INSERT INTO folhaparaiba SELECT no_servidor, cd_cpf, de_cargo, de_tipocargo, dt_mesanoreferencia, vl_vantagens, de_ugestora, de_uorcamentaria, "" FROM folhamunicipio;')
    print ('Criando tabela FTS4 Município (Temp. aprox: 12 minutos)....ok!')
    print("--- %s minutos ---" % "{0:.3f}".format(float((timeit.default_timer() - start_time))/60))

    start_time = timeit.default_timer()
    print ('Criando tabela FTS4 Estado (Temp. aprox: 12 minutos)....')

    curs.execute('INSERT INTO folhaparaiba SELECT no_servidor, nu_cpf, no_cargo, tp_cargo, dt_mesano, vl_vantagens, de_poder, de_orgaolotacao, dt_admissao FROM folhaestado;')
    conn.commit()
    print ('Criando tabela FTS4 Estado (Temp. aprox: 12 minutos)....ok!')
    print("--- %s minutos ---" % "{0:.3f}".format(float((timeit.default_timer() - start_time))/60))
In [89]:
import sqlite3
import pandas as pd
pasta = 'c:/users/alberto/documents/cargos_tce/'
conn = sqlite3.connect(pasta+'folhapessoal.db') # Cria a sua conexao
query_sql = '"Prefeitura municipal de patos" excep*'
sql = f"SELECT * FROM folhaparaiba WHERE folhaparaiba match '{query_sql}';"
df = pd.read_sql(sql,conn)
df.info()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 88517 entries, 0 to 88516
Data columns (total 9 columns):
servidor         88517 non-null object
cpf              88517 non-null object
cargo            88517 non-null object
natureza         88517 non-null object
mes_ano          88517 non-null object
remuneracao      88517 non-null object
poder            88517 non-null object
orgao            88517 non-null object
data_admissao    88517 non-null object
dtypes: object(9)
memory usage: 6.1+ MB
In [90]:
from bokeh.models import (ColumnDataSource, FactorRange, 
                          SingleIntervalTicker,LinearAxis)
from math import pi

ano_inicial = 2013
ano_final= 2017
n_minimo_pagtos_FOPAG = 1
titulo = 'FOPAG PATOS'

df_folha = df.copy()
df_folha['mes_ano_hover'] = df_folha['mes_ano']
df_folha['mes_ano'] = pd.to_datetime(df_folha['mes_ano'])
df_folha = (df_folha[(df_folha['mes_ano']
                      .dt.year >= ano_inicial) 
                     & (df_folha['mes_ano']
                        .dt.year <= ano_final-1)]
           )
df_folha['servidor'] = df_folha['servidor'].str.upper()
df_folha = (df_folha
            .groupby('cpf')
            .filter(lambda x: len(x) >= n_minimo_pagtos_FOPAG))

servidores_nomes = (df_folha[['servidor','cpf','mes_ano']]
                    .sort_values(by=['servidor'],ascending=[False]))
servidores_nomes = servidores_nomes.drop_duplicates(subset=['cpf'])
df_folha = df_folha.sort_values('servidor',ascending=False)
nomes = servidores_nomes['servidor'].tolist()
y_plot = servidores_nomes['cpf'].tolist() #para colocar dados
In [91]:
altura = int(len(y_plot) * 12)
largura = 1024
# cria grafico
p = figure(width = largura, height=altura, title = titulo, 
           x_axis_type='datetime',
           x_axis_location='above', 
           y_range=nomes, y_axis_location='left',
           tools=['hover','box_select', 'previewsave'],
           output_backend='webgl')
#cria um eixo y com os cpfs, que será utilizado para indexar, em vez dos nomes dos servidores
p.extra_y_ranges = {'cpfs': FactorRange(factors=y_plot)}
p.yaxis.major_label_text_color = 'red'
##############
ticker = SingleIntervalTicker(interval=1, num_minor_ticks=10)
yaxis = LinearAxis(ticker=ticker)
p.add_layout(yaxis, 'right')
fopag = p.square('mes_ano','cpf', source = df_folha,
                 size=8, alpha=0.5, 
                 color = 'blue', line_color='black',  
                  y_range_name='cpfs')
fopag_centro = p.square('mes_ano','cpf', source = df_folha,
                        size=2, alpha=0.6
                        ,color='black', 
                        line_color='black', y_range_name='cpfs')
hover = p.select_one(HoverTool)
hover.point_policy = 'follow_mouse'
hover.tooltips = [
    ('Servidor: ', '@servidor'),
    ('Cargo: ','@cargo'),
    ('Remuneração: ', '@remuneracao'),
    ('Data: ', '@mes_ano_hover')
]
In [92]:
show(p)
W-1005 (SNAPPED_TOOLBAR_ANNOTATIONS): Snapped toolbars and annotations on the same side MAY overlap visually: Figure(id='0d99122e-c912-474c-b1a7-926e2b2c8375', ...)
In [94]:
temporarios_municipio( query_sql = '"Prefeitura Municipal de bayeux" excep*',
    ano_inicial = 2016, ano_final= 2018, titulo = '')
W-1005 (SNAPPED_TOOLBAR_ANNOTATIONS): Snapped toolbars and annotations on the same side MAY overlap visually: Figure(id='ac5a44e9-a4ec-49ea-8b16-2dde57c1d0d6', ...)

OBRIGADO!

Alberto Vinícius Cartaxo da Cunha

email: alberto.cartaxo@mppb.mp.br